Take-home Exercise 2: Applied Spatial Interaction Models: A case study of Singapore public bus commuter flows

Author

Flora Phyo Zin Htet

Overview

What are the driving forces behind urban dwellers to weak up early in morning to commute from their home locations to their work places? What are the impact of removing a public bus service on the commuters reside along the corridor of the bus route? These and many other questions related to urban mobility are challenges faced by transport operators and urban managers.

To provide answer to this question, traditionally, commuters survey will be used. However, commuters survey is a very costly, time-consuming and laborous, not to mention that the survey data tend to take a long time to clean and analyse. As a result, it is not unusual, by the time the survey report was ready, most of the information already out-of-date!

As city-wide urban infrastructures such as public buses, mass rapid transits, public utilities and roads become digital, the data sets obtained can be used as a framework for tracking movement patterns through space and time. This is particularly true with the recent trend of massive deployment of pervasive computing technologies such as GPS on the vehicles and SMART cards used by public transport commuters.

Unfortunately, this explosive growth of geospatially-referenced data has far outpaced the planner’s ability to utilize and transform the data into insightful information thus creating an adverse impact on the return on the investment made to collect and manage this data.

Getting Started

Installing and Loading the R Packages

The code chunk below install and load tmap, sf, sp, DT, stplanr, performance, reshape2, ggpubr, units, tidyverse and knitr packages into R environment

pacman::p_load(tmap, sf, sp, DT, stplanr,
               performance, reshape2,
               ggpubr, units, tidyverse, knitr)

Data Preparation

Importing Origin Destination Bus Stops Data Set

Import origin_destination_bus_202310.csv into R by using read_csv() of readr package. The output is R data frame class, pv.

pv <- read_csv("data/aspatial/origin_destination_bus_202310.csv")
Rows: 5694297 Columns: 7
── Column specification ────────────────────────────────────────────────────────
Delimiter: ","
chr (5): YEAR_MONTH, DAY_TYPE, PT_TYPE, ORIGIN_PT_CODE, DESTINATION_PT_CODE
dbl (2): TIME_PER_HOUR, TOTAL_TRIPS

ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Use head() function to print first few rows of the data frame to quickly inspect the dataset’s structure and content.

head(pv)
# A tibble: 6 × 7
  YEAR_MONTH DAY_TYPE   TIME_PER_HOUR PT_TYPE ORIGIN_PT_CODE DESTINATION_PT_CODE
  <chr>      <chr>              <dbl> <chr>   <chr>          <chr>              
1 2023-10    WEEKENDS/…            16 BUS     04168          10051              
2 2023-10    WEEKDAY               16 BUS     04168          10051              
3 2023-10    WEEKENDS/…            14 BUS     80119          90079              
4 2023-10    WEEKDAY               14 BUS     80119          90079              
5 2023-10    WEEKDAY               17 BUS     44069          17229              
6 2023-10    WEEKENDS/…            17 BUS     20281          20141              
# ℹ 1 more variable: TOTAL_TRIPS <dbl>

A quick check of pv tibble data frame shows that the values in ORIGIN_PT_CODE and DESTINATON_PT_CODE are in numeric data type. Hence, the code chunk below is used to convert these data values into character data type.

pv$ORIGIN_PT_CODE <- as.factor(pv$ORIGIN_PT_CODE) 
pv$DESTINATION_PT_CODE <- as.factor(pv$DESTINATION_PT_CODE)

For this study, we will extract commuting flows on weekday and between 6 and 9 o’clock.

pv6_9 <- pv %>%
  filter(DAY_TYPE == "WEEKDAY") %>%
  filter(TIME_PER_HOUR >= 6 &
           TIME_PER_HOUR <= 9) %>%
  group_by(ORIGIN_PT_CODE,
           DESTINATION_PT_CODE) %>%
  summarise(TRIPS = sum(TOTAL_TRIPS))
`summarise()` has grouped output by 'ORIGIN_PT_CODE'. You can override using
the `.groups` argument.

Table below shows the content of pv6_9

datatable(pv6_9)
Warning in instance$preRenderHook(instance): It seems your data is too big for
client-side DataTables. You may consider server-side processing:
https://rstudio.github.io/DT/server.html

Save the output into an rds file format.

write_rds(pv6_9, "data/rds/pv6_9.rds")

The code chunk below will be used to import the save pv6_9.rds into R environment.

pv6_9 <- read_rds("data/rds/pv6_9.rds")

Import Geospatial Data

For this exercise, we will be using the following geospatial data

BusStop: This data provides the location of bus stop as at last quarter of 2022.

busstop <- st_read(dsn = "data/geospatial",
                   layer = "BusStop") %>%
  st_transform(crs = 3414)
Reading layer `BusStop' from data source 
  `D:\zhphyo\ISSS624\Take-home_Ex2\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 5161 features and 3 fields
Geometry type: POINT
Dimension:     XY
Bounding box:  xmin: 3970.122 ymin: 26482.1 xmax: 48284.56 ymax: 52983.82
Projected CRS: SVY21
busstop
Simple feature collection with 5161 features and 3 fields
Geometry type: POINT
Dimension:     XY
Bounding box:  xmin: 3970.122 ymin: 26482.1 xmax: 48284.56 ymax: 52983.82
Projected CRS: SVY21 / Singapore TM
First 10 features:
   BUS_STOP_N BUS_ROOF_N             LOC_DESC                  geometry
1       22069        B06   OPP CEVA LOGISTICS POINT (13576.31 32883.65)
2       32071        B23         AFT TRACK 13 POINT (13228.59 44206.38)
3       44331        B01              BLK 239  POINT (21045.1 40242.08)
4       96081        B05 GRACE INDEPENDENT CH POINT (41603.76 35413.11)
5       11561        B05              BLK 166 POINT (24568.74 30391.85)
6       66191        B03         AFT CORFE PL POINT (30951.58 38079.61)
7       23389       B02A              PEC LTD   POINT (12476.9 32211.6)
8       54411        B02              BLK 527 POINT (30329.45 39373.92)
9       28531        B09              BLK 536 POINT (14993.31 36905.61)
10      96139        B01              BLK 148  POINT (41642.81 36513.9)

MPSZ-2019: This data provides the sub-zone boundary of URA Master Plan 2019

mpsz <- st_read(dsn = "data/geospatial",
                   layer = "MPSZ-2019") %>%
  st_transform(crs = 3414)
Reading layer `MPSZ-2019' from data source 
  `D:\zhphyo\ISSS624\Take-home_Ex2\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 332 features and 6 fields
Geometry type: MULTIPOLYGON
Dimension:     XY
Bounding box:  xmin: 103.6057 ymin: 1.158699 xmax: 104.0885 ymax: 1.470775
Geodetic CRS:  WGS 84
mpsz
Simple feature collection with 332 features and 6 fields
Geometry type: MULTIPOLYGON
Dimension:     XY
Bounding box:  xmin: 2667.538 ymin: 15748.72 xmax: 56396.44 ymax: 50256.33
Projected CRS: SVY21 / Singapore TM
First 10 features:
                 SUBZONE_N SUBZONE_C       PLN_AREA_N PLN_AREA_C       REGION_N
1              MARINA EAST    MESZ01      MARINA EAST         ME CENTRAL REGION
2         INSTITUTION HILL    RVSZ05     RIVER VALLEY         RV CENTRAL REGION
3           ROBERTSON QUAY    SRSZ01  SINGAPORE RIVER         SR CENTRAL REGION
4  JURONG ISLAND AND BUKOM    WISZ01  WESTERN ISLANDS         WI    WEST REGION
5             FORT CANNING    MUSZ02           MUSEUM         MU CENTRAL REGION
6         MARINA EAST (MP)    MPSZ05    MARINE PARADE         MP CENTRAL REGION
7                   SUDONG    WISZ03  WESTERN ISLANDS         WI    WEST REGION
8                  SEMAKAU    WISZ02  WESTERN ISLANDS         WI    WEST REGION
9           SOUTHERN GROUP    SISZ02 SOUTHERN ISLANDS         SI CENTRAL REGION
10                 SENTOSA    SISZ01 SOUTHERN ISLANDS         SI CENTRAL REGION
   REGION_C                       geometry
1        CR MULTIPOLYGON (((33222.98 29...
2        CR MULTIPOLYGON (((28481.45 30...
3        CR MULTIPOLYGON (((28087.34 30...
4        WR MULTIPOLYGON (((14557.7 304...
5        CR MULTIPOLYGON (((29542.53 31...
6        CR MULTIPOLYGON (((35279.55 30...
7        WR MULTIPOLYGON (((15772.59 21...
8        WR MULTIPOLYGON (((19843.41 21...
9        CR MULTIPOLYGON (((30870.53 22...
10       CR MULTIPOLYGON (((26879.04 26...

Geospatial data wrangling

Create Hexagon Layer

Create hexagon layer using busstop.

hex_Grid <- st_make_grid(busstop, c(750), what = "polygons", square = FALSE)

# To sf and add grid ID
grid_sf = st_sf(hex_Grid) %>%
  # add grid ID
  mutate(grid_id = sprintf("G%05d", row_number()))

# count number of points in each grid
# https://gis.stackexchange.com/questions/323698/counting-points-in-polygons-with-sf-package-of-r
grid_sf$n_busstops = lengths(st_intersects(grid_sf, busstop))

# remove grid without value of 0 (i.e. no points in side that grid)
busstop_grid = filter(grid_sf, n_busstops > 0)

Combine Busstop & mpsz

Code chunk below populates busstop_grid sf data frame into busstop sf data frame.

busstop_hex <- st_intersection(busstop, busstop_grid) %>%
  select(BUS_STOP_N, grid_id) %>%
  st_drop_geometry()
Warning: attribute variables are assumed to be spatially constant throughout
all geometries
datatable(busstop_hex)

Combine pv6_9 with busstop_hex data

We are going to append the hexagon from busstop_hex data frame onto odbus6_9 data frame.

pv_data <- left_join(pv6_9 , busstop_hex,
            by = c("ORIGIN_PT_CODE" = "BUS_STOP_N")) %>%
  rename(ORIGIN_BS = ORIGIN_PT_CODE,
         ORIGIN_SZ = grid_id,
         DESTIN_BS = DESTINATION_PT_CODE)
Warning in left_join(pv6_9, busstop_hex, by = c(ORIGIN_PT_CODE = "BUS_STOP_N")): Detected an unexpected many-to-many relationship between `x` and `y`.
ℹ Row 25632 of `x` matches multiple rows in `y`.
ℹ Row 3057 of `y` matches multiple rows in `x`.
ℹ If a many-to-many relationship is expected, set `relationship =
  "many-to-many"` to silence this warning.

Check for duplicating records.

duplicate <- pv_data %>%
  group_by_all() %>%
  filter(n()>1) %>%
  ungroup()

Duplicated records are found. The code chunk below will be used to retain the unique records.

pv_data <- unique(pv_data)

Confirm if the duplicating records issue has been addressed fully.

duplicate <- pv_data %>%
  group_by_all() %>%
  filter(n()>1) %>%
  ungroup()

print(nrow(duplicate))
[1] 0

we will update pv_data data frame with the hexagon.

pv_data <- left_join(pv_data , busstop_hex,
            by = c("DESTIN_BS" = "BUS_STOP_N")) 
Warning in left_join(pv_data, busstop_hex, by = c(DESTIN_BS = "BUS_STOP_N")): Detected an unexpected many-to-many relationship between `x` and `y`.
ℹ Row 167 of `x` matches multiple rows in `y`.
ℹ Row 3146 of `y` matches multiple rows in `x`.
ℹ If a many-to-many relationship is expected, set `relationship =
  "many-to-many"` to silence this warning.

Check for duplicating records.

duplicate <- pv_data %>%
  group_by_all() %>%
  filter(n()>1) %>%
  ungroup()

Duplicated records are found. The code chunk below will be used to retain the unique records.

pv_data <- unique(pv_data)

Confirm if the duplicating records issue has been addressed fully.

duplicate <- pv_data %>%
  group_by_all() %>%
  filter(n()>1) %>%
  ungroup()

print(nrow(duplicate))
[1] 0
pv_data <- pv_data %>%
  rename(DESTIN_SZ = grid_id) %>%
  drop_na() %>%
  group_by(ORIGIN_SZ, DESTIN_SZ) %>%
  summarise(MORNING_PEAK = sum(TRIPS))
`summarise()` has grouped output by 'ORIGIN_SZ'. You can override using the
`.groups` argument.

Save the output into an rds file.

write_rds(pv_data, "data/rds/pv_data.rds")
pv_data <- read_rds("data/rds/pv_data.rds")

Visualising Spatial Interaction

Prepare a desire line by using stplanr package.

Removing intra-zonal flows

We will not plot the intra-zonal flows. The code chunk below will be used to remove intra-zonal flows.

pv_data1 <- pv_data[pv_data$ORIGIN_SZ!=pv_data$DESTIN_SZ,]

Creating desire lines

In this code chunk below, od2line() of stplanr package is used to create the desire lines.

flowLine <- od2line(flow = pv_data1, 
                    zones = busstop_grid,
                    zone_code = "grid_id")
Creating centroids representing desire line start and end points.

Visualising the desire lines

To visualise the resulting desire lines, the code chunk below is used.

tmap_mode("plot")
tmap mode set to plotting
tmap_options(check.and.fix = TRUE)
tm_shape(mpsz) +
  tm_polygons() +
tm_shape(busstop_grid) +
  tm_borders()
Warning: The shape mpsz is invalid. See sf::st_is_valid

flowLine %>%  
tm_shape() +
  tm_lines(lwd = "MORNING_PEAK",
           style = "quantile",
           scale = c(0.1, 1, 3, 5, 7, 10),
           n = 6,
           alpha = 0.3)
Warning in g$scale * (w_legend/maxW): longer object length is not a multiple of
shorter object length
Warning in g$scale * (x/maxW): longer object length is not a multiple of
shorter object length
Legend labels were too wide. Therefore, legend.text.size has been set to 0.49. Increase legend.width (argument of tm_layout) to make the legend wider and therefore the labels larger.

Visualising the desire lines (Morning Peak >= 5000)

When the flow data are very messy and highly skewed like the one shown above, it is wiser to focus on selected flows, for example flow greater than or equal to 5000 as shown below.

tmap_mode("plot")
tmap mode set to plotting
tmap_options(check.and.fix = TRUE)

tm_shape(mpsz) +
  tm_polygons() +
tm_shape(busstop_grid) +
  tm_polygons() +
flowLine %>%  
  filter(MORNING_PEAK >= 5000) %>%
tm_shape() +
  tm_lines(lwd = "MORNING_PEAK",
           style = "quantile",
           scale = c(0.1, 1, 3, 5, 7, 10),
           n = 6,
           alpha = 0.3)
Warning: The shape mpsz is invalid. See sf::st_is_valid
Warning in g$scale * (w_legend/maxW): longer object length is not a multiple of
shorter object length
Legend labels were too wide. Therefore, legend.text.size has been set to 0.49. Increase legend.width (argument of tm_layout) to make the legend wider and therefore the labels larger.

Preparing Spatial Interaction Modelling Variables

As we are interested in the factors that influence weekday morning peak (6AM - 9am) peak period bus commuting patterns, we will consider the following variables.

Attractiveness variable

Business data - Passengers commuting to their workplaces.

F&B data - Passengers visiting food and beverage outlets, either for dining or working.

FinServ data - People visiting the financial centers, either to get the services or work within the Financial sector.

Propulsive variable

Bus Stop - Passengers started their journey or align at the bus stop to transfer to another bus in order to reach their final destination

Train Exit - Passengers align at the train station and transfer to bus to reach their final destination

HDB - Residents in the area are the potential to become bus passengers

Business data

Importing business data

business_sf <- st_read(dsn = "data/geospatial",                                               layer = "Business")
Reading layer `Business' from data source 
  `D:\zhphyo\ISSS624\Take-home_Ex2\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 6550 features and 3 fields
Geometry type: POINT
Dimension:     XY
Bounding box:  xmin: 3669.148 ymin: 25408.41 xmax: 47034.83 ymax: 50148.54
Projected CRS: SVY21 / Singapore TM
business_sf <- business_sf %>%         
  st_transform(crs = 3414)

Performing point-in-polygon count process

We will count the number of schools located inside the hexagon grid.

busstop_grid$`BIZ_COUNT`<- lengths(         
  st_intersects(busstop_grid, business_sf))
summary(busstop_grid$BIZ_COUNT)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
  0.000   0.000   1.000   7.273   7.000  97.000 
tmap_mode("plot")
tmap mode set to plotting
tmap_options(check.and.fix = TRUE)
tm_shape(mpsz) +
  tm_polygons() +
tm_shape(busstop_grid) +
  tm_polygons() +
tm_shape(business_sf) +
  tm_dots(col = "blue", size = 0.001) 
Warning: The shape mpsz is invalid. See sf::st_is_valid

F&B data

Importing F&B data

fnb_sf <- st_read(dsn = "data/geospatial",                                          layer = "F&B")
Reading layer `F&B' from data source 
  `D:\zhphyo\ISSS624\Take-home_Ex2\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 1919 features and 3 fields
Geometry type: POINT
Dimension:     XY
Bounding box:  xmin: 6010.495 ymin: 25343.27 xmax: 45462.43 ymax: 48796.21
Projected CRS: SVY21 / Singapore TM
fnb_sf <- fnb_sf %>%            
  st_transform(crs = 3414)

Performing point-in-polygon count process

We will count the number of F&B located inside the hexagon grid.

busstop_grid$`FnB_COUNT`<- lengths(            
  st_intersects(busstop_grid, fnb_sf))
summary(busstop_grid$FnB_COUNT)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
  0.000   0.000   0.000   2.204   1.000 133.000 
tmap_mode("plot")
tmap mode set to plotting
tmap_options(check.and.fix = TRUE)
tm_shape(mpsz) +
  tm_polygons() +
tm_shape(busstop_grid) +
  tm_polygons() +
tm_shape(fnb_sf) +
  tm_dots(col = "blue", size = 0.001) 
Warning: The shape mpsz is invalid. See sf::st_is_valid

FinServ data

Importing FinServ data

finServ_sf <- st_read(dsn = "data/geospatial",                                              layer = "FinServ")
Reading layer `FinServ' from data source 
  `D:\zhphyo\ISSS624\Take-home_Ex2\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 3320 features and 3 fields
Geometry type: POINT
Dimension:     XY
Bounding box:  xmin: 4881.527 ymin: 25171.88 xmax: 46526.16 ymax: 49338.02
Projected CRS: SVY21 / Singapore TM
finServ_sf <- finServ_sf %>%            
  st_transform(crs = 3414)

Performing point-in-polygon count process

We will count the number of retails located inside the hexagon grid.

busstop_grid$`FINSERV_COUNT`<- lengths(            
  st_intersects(busstop_grid, finServ_sf))
summary(busstop_grid$FINSERV_COUNT)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
  0.000   0.000   1.000   3.922   4.000 139.000 
tmap_mode("plot")
tmap mode set to plotting
tmap_options(check.and.fix = TRUE)
tm_shape(mpsz) +
  tm_polygons() +
tm_shape(busstop_grid) +
  tm_polygons() +
tm_shape(finServ_sf) +
  tm_dots(col = "blue", size = 0.001) 
Warning: The shape mpsz is invalid. See sf::st_is_valid

Busstop data

Importing Busstop data

busstop data imported in previous section.

busstop
Simple feature collection with 5161 features and 3 fields
Geometry type: POINT
Dimension:     XY
Bounding box:  xmin: 3970.122 ymin: 26482.1 xmax: 48284.56 ymax: 52983.82
Projected CRS: SVY21 / Singapore TM
First 10 features:
   BUS_STOP_N BUS_ROOF_N             LOC_DESC                  geometry
1       22069        B06   OPP CEVA LOGISTICS POINT (13576.31 32883.65)
2       32071        B23         AFT TRACK 13 POINT (13228.59 44206.38)
3       44331        B01              BLK 239  POINT (21045.1 40242.08)
4       96081        B05 GRACE INDEPENDENT CH POINT (41603.76 35413.11)
5       11561        B05              BLK 166 POINT (24568.74 30391.85)
6       66191        B03         AFT CORFE PL POINT (30951.58 38079.61)
7       23389       B02A              PEC LTD   POINT (12476.9 32211.6)
8       54411        B02              BLK 527 POINT (30329.45 39373.92)
9       28531        B09              BLK 536 POINT (14993.31 36905.61)
10      96139        B01              BLK 148  POINT (41642.81 36513.9)

Performing point-in-polygon count process

busstop_grid$`BUSSTOP_COUNT`<- lengths(            
  st_intersects(busstop_grid, busstop))
summary(busstop_grid$BUSSTOP_COUNT)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
  1.000   3.000   6.000   6.188   9.000  19.000 
tmap_mode("plot")
tmap mode set to plotting
tmap_options(check.and.fix = TRUE)
tm_shape(mpsz) +
  tm_polygons() +
tm_shape(busstop_grid) +
  tm_polygons() +
tm_shape(busstop) +
  tm_dots(col = "blue", size = 0.001) 
Warning: The shape mpsz is invalid. See sf::st_is_valid

Train Station Exit Layer data

Importing Train Station Exit Layer data

texit_sf <- st_read(dsn = "data/geospatial",                                              layer = "Train_Station_Exit_Layer")
Reading layer `Train_Station_Exit_Layer' from data source 
  `D:\zhphyo\ISSS624\Take-home_Ex2\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 565 features and 2 fields
Geometry type: POINT
Dimension:     XY
Bounding box:  xmin: 6134.086 ymin: 27499.7 xmax: 45356.36 ymax: 47865.92
Projected CRS: SVY21
texit_sf <- texit_sf %>%            
  st_transform(crs = 3414)

Performing point-in-polygon count process

We will count the number of retails located inside the hexagon grid.

busstop_grid$`TEXIT_COUNT`<- lengths(            
  st_intersects(busstop_grid, texit_sf))
summary(busstop_grid$TEXIT_COUNT)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
 0.0000  0.0000  0.0000  0.6715  0.0000 13.0000 
tmap_mode("plot")
tmap mode set to plotting
tmap_options(check.and.fix = TRUE)
tm_shape(mpsz) +
  tm_polygons() +
tm_shape(busstop_grid) +
  tm_polygons() +
tm_shape(texit_sf) +
  tm_dots(col = "blue", size = 0.001) 
Warning: The shape mpsz is invalid. See sf::st_is_valid

HDB data

Import HDB Data

hdb <- read.csv("data/aspatial/hdb.csv")

Tidying the data by selecting only the necessary fields as well as rename some fields.

hdb <- hdb %>%
  rename(latitude = "lat",
        longitude = "lng") %>%
  select(postal, addr, latitude, longitude)

Converting an aspatial data into sf tibble data.frame

Convert hdb tibble data.frame data into a simple feature tibble data.frame called hdb_sf by using values in latitude and longitude fields.

Refer to st_as_sf() of sf package.

hdb_sf <- st_as_sf(hdb, 
                       coords = c("longitude", "latitude"),
                       crs=4326) %>%
  st_transform(crs = 3414)

Performing point-in-polygon count process

We will count the number of hdb located inside the hexagon grid.

busstop_grid$`HDB_COUNT`<- lengths(            
  st_intersects(busstop_grid, hdb_sf))
summary(busstop_grid$HDB_COUNT)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
   0.00    0.00    0.00   14.85   27.00  103.00 
tmap_mode("plot")
tmap mode set to plotting
tmap_options(check.and.fix = TRUE)
tm_shape(mpsz) +
  tm_polygons() +
tm_shape(busstop_grid) +
  tm_polygons() +
tm_shape(hdb_sf) +
  tm_dots(col = "blue", size = 0.001) 
Warning: The shape mpsz is invalid. See sf::st_is_valid

Join propulsive and attractiveness variable with pv_data

Tidy up the busstop_grid

busstop_grid_tidy <- busstop_grid %>%
  st_drop_geometry() %>%
  select(grid_id, BIZ_COUNT, FnB_COUNT, FINSERV_COUNT, BUSSTOP_COUNT, TEXIT_COUNT, HDB_COUNT)

Join propulsive variable to form flow data

flow_data <- pv_data1 %>%
  left_join(busstop_grid_tidy,
            by = c("ORIGIN_SZ" = "grid_id")) %>%
  rename(
    ORIG_HDB_COUNT = HDB_COUNT,
    ORIG_BUSSTOP_COUNT = BUSSTOP_COUNT,
    ORIG_TEXIT_COUNT = TEXIT_COUNT) %>%
  select (-c(BIZ_COUNT,FnB_COUNT,FINSERV_COUNT))

Join attractive variable to form flow data

flow_data <- flow_data %>%
  left_join(busstop_grid_tidy,
            by = c("DESTIN_SZ" = "grid_id")) %>%
  rename(
    DEST_BIZ_COUNT = BIZ_COUNT,
    DEST_FnB_COUNT = FnB_COUNT,
    DEST_FINSERV_COUNT = FINSERV_COUNT) %>%
  select (-c(HDB_COUNT,BUSSTOP_COUNT,TEXIT_COUNT))

Checking for variables with zero values

Since Poisson Regression is based of log and log 0 is undefined, it is important for us to ensure that no 0 values in the explanatory variables.

In the code chunk below, summary() of Base R is used to compute the summary statistics of all variables in wd_od data frame.

summary(flow_data)
  ORIGIN_SZ          DESTIN_SZ          MORNING_PEAK     ORIG_BUSSTOP_COUNT
 Length:65140       Length:65140       Min.   :    1.0   Min.   : 1.000    
 Class :character   Class :character   1st Qu.:    7.0   1st Qu.: 5.000    
 Mode  :character   Mode  :character   Median :   38.0   Median : 8.000    
                                       Mean   :  375.3   Mean   : 7.907    
                                       3rd Qu.:  175.0   3rd Qu.:10.000    
                                       Max.   :97602.0   Max.   :19.000    
 ORIG_TEXIT_COUNT ORIG_HDB_COUNT   DEST_BIZ_COUNT   DEST_FnB_COUNT   
 Min.   : 0.000   Min.   :  0.00   Min.   : 0.000   Min.   :  0.000  
 1st Qu.: 0.000   1st Qu.:  0.00   1st Qu.: 0.000   1st Qu.:  0.000  
 Median : 0.000   Median : 11.00   Median : 1.000   Median :  0.000  
 Mean   : 1.263   Mean   : 20.75   Mean   : 7.295   Mean   :  5.775  
 3rd Qu.: 2.000   3rd Qu.: 36.00   3rd Qu.: 6.000   3rd Qu.:  2.000  
 Max.   :13.000   Max.   :103.00   Max.   :97.000   Max.   :133.000  
 DEST_FINSERV_COUNT
 Min.   :  0.000   
 1st Qu.:  1.000   
 Median :  3.000   
 Mean   :  8.616   
 3rd Qu.:  9.000   
 Max.   :139.000   

Code chunk below will be used to replace zero values to 0.99.

flow_data$DEST_BIZ_COUNT <- ifelse(
  flow_data$DEST_BIZ_COUNT == 0,
  0.99, flow_data$DEST_BIZ_COUNT)
flow_data$DEST_FnB_COUNT <- ifelse(
  flow_data$DEST_FnB_COUNT == 0,
  0.99, flow_data$DEST_FnB_COUNT)
flow_data$DEST_FINSERV_COUNT <- ifelse(
  flow_data$DEST_FINSERV_COUNT == 0,
  0.99, flow_data$DEST_FINSERV_COUNT)
flow_data$ORIG_BUSSTOP_COUNT <- ifelse(
  flow_data$ORIG_BUSSTOP_COUNT == 0,
  0.99, flow_data$ORIG_BUSSTOP_COUNT)
flow_data$ORIG_TEXIT_COUNT <- ifelse(
  flow_data$ORIG_TEXIT_COUNT == 0,
  0.99, flow_data$ORIG_TEXIT_COUNT)
flow_data$ORIG_HDB_COUNT <- ifelse(
  flow_data$ORIG_HDB_COUNT == 0,
  0.99, flow_data$ORIG_HDB_COUNT)

Run the summary() again to check.

summary(flow_data)
  ORIGIN_SZ          DESTIN_SZ          MORNING_PEAK     ORIG_BUSSTOP_COUNT
 Length:65140       Length:65140       Min.   :    1.0   Min.   : 1.000    
 Class :character   Class :character   1st Qu.:    7.0   1st Qu.: 5.000    
 Mode  :character   Mode  :character   Median :   38.0   Median : 8.000    
                                       Mean   :  375.3   Mean   : 7.907    
                                       3rd Qu.:  175.0   3rd Qu.:10.000    
                                       Max.   :97602.0   Max.   :19.000    
 ORIG_TEXIT_COUNT ORIG_HDB_COUNT   DEST_BIZ_COUNT   DEST_FnB_COUNT   
 Min.   : 0.99    Min.   :  0.99   Min.   : 0.990   Min.   :  0.990  
 1st Qu.: 0.99    1st Qu.:  0.99   1st Qu.: 0.990   1st Qu.:  0.990  
 Median : 0.99    Median : 11.00   Median : 1.000   Median :  0.990  
 Mean   : 1.89    Mean   : 21.09   Mean   : 7.724   Mean   :  6.303  
 3rd Qu.: 2.00    3rd Qu.: 36.00   3rd Qu.: 6.000   3rd Qu.:  2.000  
 Max.   :13.00    Max.   :103.00   Max.   :97.000   Max.   :133.000  
 DEST_FINSERV_COUNT
 Min.   :  0.990   
 1st Qu.:  1.000   
 Median :  3.000   
 Mean   :  8.853   
 3rd Qu.:  9.000   
 Max.   :139.000   

Save the output into an rds file.

write_rds(flow_data, "data/rds/flow_data.rds")

Computing the distance matrix

Converting from sf data.table to SpatialPolygonsDataFrame

First as.Spatial() will be used to convert mpsz from sf tibble data frame to SpatialPolygonsDataFrame of sp object as shown in the code chunk below.

busstop_grid_sp <- as(busstop_grid, "Spatial")
busstop_grid_sp
class       : SpatialPolygonsDataFrame 
features    : 834 
extent      : 3595.122, 48595.12, 26049.09, 53545.39  (xmin, xmax, ymin, ymax)
crs         : +proj=tmerc +lat_0=1.36666666666667 +lon_0=103.833333333333 +k=1 +x_0=28001.642 +y_0=38744.572 +ellps=WGS84 +towgs84=0,0,0,0,0,0,0 +units=m +no_defs 
variables   : 8
names       : grid_id, n_busstops, BIZ_COUNT, FnB_COUNT, FINSERV_COUNT, BUSSTOP_COUNT, TEXIT_COUNT, HDB_COUNT 
min values  :  G00023,          1,         0,         0,             0,             1,           0,         0 
max values  :  G02505,         19,        97,       133,           139,            19,          13,       103 

Computing the distance matrix

Next, spDists() of sp package will be used to compute the Euclidean distance between the centroids of the trid.

dist <- spDists(busstop_grid_sp, 
                longlat = FALSE)
head(dist, n=c(10, 10))
          [,1]     [,2]     [,3]     [,4]     [,5]     [,6]     [,7]     [,8]
 [1,]    0.000  750.000 3269.174 1500.000 2704.163 3968.627 1299.038 2250.000
 [2,]  750.000    0.000 2598.076  750.000 1984.313 3269.174  750.000 1500.000
 [3,] 3269.174 2598.076    0.000 1984.313  750.000  750.000 2704.163 1500.000
 [4,] 1500.000  750.000 1984.313    0.000 1299.038 2598.076  750.000  750.000
 [5,] 2704.163 1984.313  750.000 1299.038    0.000 1299.038 1984.313  750.000
 [6,] 3968.627 3269.174  750.000 2598.076 1299.038    0.000 3269.174 1984.313
 [7,] 1299.038  750.000 2704.163  750.000 1984.313 3269.174    0.000 1299.038
 [8,] 2250.000 1500.000 1500.000  750.000  750.000 1984.313 1299.038    0.000
 [9,] 3436.932 2704.163  750.000 1984.313  750.000  750.000 2598.076 1299.038
[10,] 4683.748 3968.627 1500.000 3269.174 1984.313  750.000 3897.114 2598.076
          [,9]    [,10]
 [1,] 3436.932 4683.748
 [2,] 2704.163 3968.627
 [3,]  750.000 1500.000
 [4,] 1984.313 3269.174
 [5,]  750.000 1984.313
 [6,]  750.000  750.000
 [7,] 2598.076 3897.114
 [8,] 1299.038 2598.076
 [9,]    0.000 1299.038
[10,] 1299.038    0.000

Label column and row headers of a distance matrix

First, we will create a list sorted according to the the distance matrix by grid_id.

sz_names <- busstop_grid_sp$grid_id

Next we will attach grid_id to row and column for distance matrix matching ahead.

colnames(dist) <- paste0(sz_names)
rownames(dist) <- paste0(sz_names)

Pivoting distance value by grid_id

distPair <- melt(dist) %>%
  rename(dist = value)
head(distPair, 10)
     Var1   Var2     dist
1  G00023 G00023    0.000
2  G00044 G00023  750.000
3  G00046 G00023 3269.174
4  G00066 G00023 1500.000
5  G00067 G00023 2704.163
6  G00068 G00023 3968.627
7  G00086 G00023 1299.038
8  G00087 G00023 2250.000
9  G00088 G00023 3436.932
10 G00089 G00023 4683.748

Notice that the within zone distance is 0.

Update intra-zonal distances

We are going to append a constant value to replace the intra-zonal distance of 0.

First, we will select and find out the minimum value of the distance by using summary().

distPair %>%
  filter(dist > 0) %>%
  summary()
      Var1             Var2             dist      
 G00023 :   833   G00023 :   833   Min.   :  750  
 G00044 :   833   G00044 :   833   1st Qu.: 8352  
 G00046 :   833   G00046 :   833   Median :13332  
 G00066 :   833   G00066 :   833   Mean   :14162  
 G00067 :   833   G00067 :   833   3rd Qu.:18929  
 G00068 :   833   G00068 :   833   Max.   :44680  
 (Other):689724   (Other):689724                  

Next, a constant distance value of 50m is added into intra-zones distance.

distPair$dist <- ifelse(distPair$dist == 0,
                        50, distPair$dist)

The code chunk below will be used to check the result data.frame.

distPair %>%
  summary()
      Var1             Var2             dist      
 G00023 :   834   G00023 :   834   Min.   :   50  
 G00044 :   834   G00044 :   834   1st Qu.: 8250  
 G00046 :   834   G00046 :   834   Median :13332  
 G00066 :   834   G00066 :   834   Mean   :14145  
 G00067 :   834   G00067 :   834   3rd Qu.:18929  
 G00068 :   834   G00068 :   834   Max.   :44680  
 (Other):690552   (Other):690552                  

The code chunk below is used to rename the origin and destination fields.

distPair <- distPair %>%
  rename(orig = Var1,
         dest = Var2)

Save the output into an rds file.

write_rds(distPair, "data/rds/distPair.rds")

Spatial Interaction Modelling

Preparing flow data

flow_data <- read_rds("data/rds/flow_data.rds")
head(flow_data, 10)
# A tibble: 10 × 9
# Groups:   ORIGIN_SZ [2]
   ORIGIN_SZ DESTIN_SZ MORNING_PEAK ORIG_BUSSTOP_COUNT ORIG_TEXIT_COUNT
   <chr>     <chr>            <dbl>              <int>            <dbl>
 1 G00023    G00067               1                  1             0.99
 2 G00023    G00087               1                  1             0.99
 3 G00023    G00128               4                  1             0.99
 4 G00023    G00154               3                  1             0.99
 5 G00023    G00175              93                  1             0.99
 6 G00023    G00176               1                  1             0.99
 7 G00044    G00023               1                  1             0.99
 8 G00044    G00067               2                  1             0.99
 9 G00044    G00086               1                  1             0.99
10 G00044    G00088               2                  1             0.99
# ℹ 4 more variables: ORIG_HDB_COUNT <dbl>, DEST_BIZ_COUNT <dbl>,
#   DEST_FnB_COUNT <dbl>, DEST_FINSERV_COUNT <dbl>

Separating intra-flow from passenger volume df

Code chunk below is used to add three new fields in flow_data dataframe.

flow_data$FlowNoIntra <- ifelse(
  flow_data$ORIGIN_SZ == flow_data$DESTIN_SZ, 
  0, flow_data$MORNING_PEAK)
flow_data$offset <- ifelse(
  flow_data$ORIGIN_SZ == flow_data$DESTIN_SZ, 
  0.000001, 1)

Combining passenger volume data with distance value

Before we can join flow_data and distPair, we need to convert data value type of ORIGIN_SZ and DESTIN_SZ fields of flow_data dataframe into factor data type.

flow_data$ORIGIN_SZ <- as.factor(flow_data$ORIGIN_SZ)
flow_data$DESTIN_SZ <- as.factor(flow_data$DESTIN_SZ)

Now, left_join() of dplyr will be used to flow_data dataframe and distPair dataframe. The output is called flow_data1.

flow_data1 <- flow_data %>%
  left_join (distPair,
             by = c("ORIGIN_SZ" = "orig",
                    "DESTIN_SZ" = "dest"))
glimpse(flow_data1)
Rows: 65,140
Columns: 12
Groups: ORIGIN_SZ [816]
$ ORIGIN_SZ          <fct> G00023, G00023, G00023, G00023, G00023, G00023, G00…
$ DESTIN_SZ          <fct> G00067, G00087, G00128, G00154, G00175, G00176, G00…
$ MORNING_PEAK       <dbl> 1, 1, 4, 3, 93, 1, 1, 2, 1, 2, 3, 1, 2, 40, 1, 1, 3…
$ ORIG_BUSSTOP_COUNT <int> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, …
$ ORIG_TEXIT_COUNT   <dbl> 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.9…
$ ORIG_HDB_COUNT     <dbl> 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.9…
$ DEST_BIZ_COUNT     <dbl> 50.00, 3.00, 6.00, 42.00, 44.00, 0.99, 0.99, 50.00,…
$ DEST_FnB_COUNT     <dbl> 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.9…
$ DEST_FINSERV_COUNT <dbl> 1.00, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 1.00, 0.9…
$ FlowNoIntra        <dbl> 1, 1, 4, 3, 93, 1, 1, 2, 1, 2, 3, 1, 2, 40, 1, 1, 3…
$ offset             <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, …
$ dist               <dbl> 2704.163, 2250.000, 1984.313, 6873.864, 7611.669, 8…

Save the output into an rds file.

write_rds(flow_data1, "data/rds/SIM_data.rds")

Calibrating Spatial Interaction Models

Importing the modelling data

Import the modelling data by using the code chunk below.

SIM_data <- read_rds("data/rds/SIM_data.rds")

Visualising the dependent variable

Firstly, let us plot the distribution of the dependent variable (i.e. MORNING_PEAK) by using histogram method by using the code chunk below.

ggplot(data = SIM_data,
       aes(x = MORNING_PEAK)) +
  geom_histogram()
`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Notice that the distribution is highly skewed and not resemble bell shape or also known as normal distribution.

Next, let us visualise the relation between the dependent variable and one of the key independent variable in Spatial Interaction Model, namely distance.

ggplot(data = SIM_data,
       aes(x = dist,
           y = MORNING_PEAK)) +
  geom_point() +
  geom_smooth(method = lm)
`geom_smooth()` using formula = 'y ~ x'

Notice that their relationship hardly resemble linear relationship.

On the other hand, plot the scatter plot by using the log transformed version of both variables, we can see that their relationship is more resemble linear relationship.

ggplot(data = SIM_data,
       aes(x = log(dist),
           y = log(MORNING_PEAK))) +
  geom_point() +
  geom_smooth(method = lm)
`geom_smooth()` using formula = 'y ~ x'

Checking for variables with zero values

Since Poisson Regression is based of log and log 0 is undefined, it is important for us to ensure that no 0 values in the explanatory variables.

In the code chunk below, summary() of Base R is used to compute the summary statistics of all variables in SIM_data data frame.

summary(SIM_data)
   ORIGIN_SZ       DESTIN_SZ      MORNING_PEAK     ORIG_BUSSTOP_COUNT
 G01960 :  294   G01474 :  354   Min.   :    1.0   Min.   : 1.000    
 G01474 :  293   G01452 :  335   1st Qu.:    7.0   1st Qu.: 5.000    
 G01477 :  293   G01516 :  324   Median :   38.0   Median : 8.000    
 G01496 :  283   G01494 :  296   Mean   :  375.3   Mean   : 7.907    
 G01812 :  279   G01477 :  295   3rd Qu.:  175.0   3rd Qu.:10.000    
 G01749 :  277   G01432 :  289   Max.   :97602.0   Max.   :19.000    
 (Other):63421   (Other):63247                                       
 ORIG_TEXIT_COUNT ORIG_HDB_COUNT   DEST_BIZ_COUNT   DEST_FnB_COUNT   
 Min.   : 0.99    Min.   :  0.99   Min.   : 0.990   Min.   :  0.990  
 1st Qu.: 0.99    1st Qu.:  0.99   1st Qu.: 0.990   1st Qu.:  0.990  
 Median : 0.99    Median : 11.00   Median : 1.000   Median :  0.990  
 Mean   : 1.89    Mean   : 21.09   Mean   : 7.724   Mean   :  6.303  
 3rd Qu.: 2.00    3rd Qu.: 36.00   3rd Qu.: 6.000   3rd Qu.:  2.000  
 Max.   :13.00    Max.   :103.00   Max.   :97.000   Max.   :133.000  
                                                                     
 DEST_FINSERV_COUNT  FlowNoIntra          offset       dist      
 Min.   :  0.990    Min.   :    1.0   Min.   :1   Min.   :  750  
 1st Qu.:  1.000    1st Qu.:    7.0   1st Qu.:1   1st Qu.: 3000  
 Median :  3.000    Median :   38.0   Median :1   Median : 5408  
 Mean   :  8.853    Mean   :  375.3   Mean   :1   Mean   : 6341  
 3rd Qu.:  9.000    3rd Qu.:  175.0   3rd Qu.:1   3rd Qu.: 8842  
 Max.   :139.000    Max.   :97602.0   Max.   :1   Max.   :24784  
                                                                 

All the 0 values have been replaced by 0.99 in previous section.

R-squared function

In order to measure how much variation of the trips can be accounted by the model we will write a function to calculate R-Squared value as shown below.

CalcRSquared <- function(observed,estimated){
  r <- cor(observed,estimated)
  R2 <- r^2
  R2
}

Unconstrained Spatial Interaction Model

In this section, we will calibrate an unconstrained spatial interaction model by using glm() of Base Stats.

uncSIM <- glm(formula = MORNING_PEAK ~ 
                log(ORIG_BUSSTOP_COUNT) +
                log(ORIG_TEXIT_COUNT) +
                log(ORIG_HDB_COUNT) +
                log(DEST_BIZ_COUNT) + 
                log(DEST_FnB_COUNT) +
                log(DEST_FINSERV_COUNT) +
                log(dist),
              family = poisson(link = "log"),
              data = SIM_data,
              na.action = na.exclude)
uncSIM

Call:  glm(formula = MORNING_PEAK ~ log(ORIG_BUSSTOP_COUNT) + log(ORIG_TEXIT_COUNT) + 
    log(ORIG_HDB_COUNT) + log(DEST_BIZ_COUNT) + log(DEST_FnB_COUNT) + 
    log(DEST_FINSERV_COUNT) + log(dist), family = poisson(link = "log"), 
    data = SIM_data, na.action = na.exclude)

Coefficients:
            (Intercept)  log(ORIG_BUSSTOP_COUNT)    log(ORIG_TEXIT_COUNT)  
                15.4553                   0.2473                   0.1872  
    log(ORIG_HDB_COUNT)      log(DEST_BIZ_COUNT)      log(DEST_FnB_COUNT)  
                 0.3639                   0.0500                  -0.2299  
log(DEST_FINSERV_COUNT)                log(dist)  
                 0.4514                  -1.4474  

Degrees of Freedom: 65139 Total (i.e. Null);  65132 Residual
Null Deviance:      98770000 
Residual Deviance: 48520000     AIC: 48880000

Next, we will compute the R-squared of the unconstrained SIM by using the code chunk below.

CalcRSquared(uncSIM$data$MORNING_PEAK, uncSIM$fitted.values)
[1] 0.2386204
r2_mcfadden(uncSIM)
# R2 for Generalized Linear Regression
       R2: 0.507
  adj. R2: 0.507

Analysis

This model suggests that increases in bus stop, train exits and hdb at source and in the business count and financial services count at destinaion are associated with an increase in the number of trips. Increase in F&B Outlet doesn’t have much impact on trips generation to destination. When the distance increases, the number of trips will decreases.

Origin (Production) constrained SIM

In this section, we will fit an origin constrained SIM by using the code3 chunk below.

orcSIM <- glm(formula = MORNING_PEAK ~ 
                 ORIGIN_SZ +
                log(DEST_BIZ_COUNT) + 
                log(DEST_FnB_COUNT) +
                log(DEST_FINSERV_COUNT) +
                 log(dist),
              family = poisson(link = "log"),
              data = SIM_data,
              na.action = na.exclude)
summary(orcSIM)

Call:
glm(formula = MORNING_PEAK ~ ORIGIN_SZ + log(DEST_BIZ_COUNT) + 
    log(DEST_FnB_COUNT) + log(DEST_FINSERV_COUNT) + log(dist), 
    family = poisson(link = "log"), data = SIM_data, na.action = na.exclude)

Coefficients:
                          Estimate Std. Error   z value Pr(>|z|)    
(Intercept)             14.6669805  0.0985530   148.823  < 2e-16 ***
ORIGIN_SZG00044         -2.1083485  0.1700998   -12.395  < 2e-16 ***
ORIGIN_SZG00046         -1.3252600  0.1316896   -10.064  < 2e-16 ***
ORIGIN_SZG00066         -1.2452022  0.1591628    -7.823 5.14e-15 ***
ORIGIN_SZG00067          0.7214131  0.1016084     7.100 1.25e-12 ***
ORIGIN_SZG00068         -2.1714180  0.1624045   -13.370  < 2e-16 ***
ORIGIN_SZG00086         -0.5192396  0.1229333    -4.224 2.40e-05 ***
ORIGIN_SZG00087         -0.4506210  0.1276227    -3.531 0.000414 ***
ORIGIN_SZG00088          1.2809684  0.1002534    12.777  < 2e-16 ***
ORIGIN_SZG00089         -0.4807217  0.1102976    -4.358 1.31e-05 ***
ORIGIN_SZG00090         -1.5856130  0.1650829    -9.605  < 2e-16 ***
ORIGIN_SZG00109         -0.8629126  0.1396870    -6.177 6.51e-10 ***
ORIGIN_SZG00110          0.1478908  0.1218060     1.214 0.224690    
ORIGIN_SZG00111          2.4752696  0.0991723    24.959  < 2e-16 ***
ORIGIN_SZG00112         -1.5312966  0.1175745   -13.024  < 2e-16 ***
ORIGIN_SZG00128          1.7211631  0.1010117    17.039  < 2e-16 ***
ORIGIN_SZG00129         -1.0567175  0.2131264    -4.958 7.12e-07 ***
ORIGIN_SZG00130         -0.9729166  0.1154619    -8.426  < 2e-16 ***
ORIGIN_SZG00131         -0.1884419  0.1046458    -1.801 0.071741 .  
ORIGIN_SZG00132         -0.5504852  0.1095784    -5.024 5.07e-07 ***
ORIGIN_SZG00133         -0.6510117  0.1054940    -6.171 6.78e-10 ***
ORIGIN_SZG00134          1.5474882  0.1012351    15.286  < 2e-16 ***
ORIGIN_SZG00150          2.0068685  0.1004788    19.973  < 2e-16 ***
ORIGIN_SZG00151         -0.3455830  0.1146509    -3.014 0.002576 ** 
ORIGIN_SZG00152         -0.9193620  0.1276224    -7.204 5.86e-13 ***
ORIGIN_SZG00153         -0.3923233  0.1069238    -3.669 0.000243 ***
ORIGIN_SZG00154          2.3438810  0.0989250    23.694  < 2e-16 ***
ORIGIN_SZG00155         -0.5573200  0.1038450    -5.367 8.01e-08 ***
ORIGIN_SZG00156          0.4013803  0.1058037     3.794 0.000148 ***
ORIGIN_SZG00172          1.0277290  0.1243206     8.267  < 2e-16 ***
ORIGIN_SZG00174         -0.3322417  0.1088571    -3.052 0.002273 ** 
ORIGIN_SZG00175          1.9049263  0.0990363    19.235  < 2e-16 ***
ORIGIN_SZG00176          3.0935286  0.0987033    31.342  < 2e-16 ***
ORIGIN_SZG00195         -1.3360743  0.1274540   -10.483  < 2e-16 ***
ORIGIN_SZG00196         -0.8974519  0.1070652    -8.382  < 2e-16 ***
ORIGIN_SZG00197         -1.5674394  0.1475016   -10.627  < 2e-16 ***
ORIGIN_SZG00215         -0.7276972  0.1284962    -5.663 1.49e-08 ***
ORIGIN_SZG00216          3.3081656  0.0986545    33.533  < 2e-16 ***
ORIGIN_SZG00217          0.7260965  0.1006036     7.217 5.30e-13 ***
ORIGIN_SZG00237         -1.8979791  0.1846586   -10.278  < 2e-16 ***
ORIGIN_SZG00238         -0.7082454  0.1109626    -6.383 1.74e-10 ***
ORIGIN_SZG00239         -1.5036752  0.1863022    -8.071 6.96e-16 ***
ORIGIN_SZG00257         -0.8520989  0.1135485    -7.504 6.18e-14 ***
ORIGIN_SZG00258          0.0323310  0.1021768     0.316 0.751682    
ORIGIN_SZG00259         -0.1883900  0.1064390    -1.770 0.076738 .  
ORIGIN_SZG00278          0.2654535  0.1057111     2.511 0.012035 *  
ORIGIN_SZG00279         -0.8417539  0.1074247    -7.836 4.66e-15 ***
ORIGIN_SZG00280         -0.4854995  0.1083752    -4.480 7.47e-06 ***
ORIGIN_SZG00298         -3.1314298  0.3475913    -9.009  < 2e-16 ***
ORIGIN_SZG00299         -0.8531830  0.1102970    -7.735 1.03e-14 ***
ORIGIN_SZG00300          2.1635537  0.0988956    21.877  < 2e-16 ***
ORIGIN_SZG00320         -1.0561317  0.1172909    -9.004  < 2e-16 ***
ORIGIN_SZG00321         -0.3176676  0.1214872    -2.615 0.008927 ** 
ORIGIN_SZG00322          0.3232755  0.1090283     2.965 0.003026 ** 
ORIGIN_SZG00340          0.7620204  0.1022163     7.455 8.99e-14 ***
ORIGIN_SZG00341         -0.9519428  0.1079719    -8.817  < 2e-16 ***
ORIGIN_SZG00342         -0.4837592  0.1067603    -4.531 5.86e-06 ***
ORIGIN_SZG00363          0.2865567  0.1052188     2.723 0.006461 ** 
ORIGIN_SZG00364          0.4260063  0.1020118     4.176 2.97e-05 ***
ORIGIN_SZG00383          0.0164629  0.1033276     0.159 0.873411    
ORIGIN_SZG00384         -1.1632510  0.1114390   -10.438  < 2e-16 ***
ORIGIN_SZG00385         -0.1432100  0.1087328    -1.317 0.187811    
ORIGIN_SZG00404          0.5047805  0.1042079     4.844 1.27e-06 ***
ORIGIN_SZG00405         -0.5284687  0.1098502    -4.811 1.50e-06 ***
ORIGIN_SZG00406          4.1431157  0.0985598    42.037  < 2e-16 ***
ORIGIN_SZG00407         -0.0200079  0.1084534    -0.184 0.853634    
ORIGIN_SZG00408          0.7916416  0.1011055     7.830 4.88e-15 ***
ORIGIN_SZG00425         -1.7878943  0.1321382   -13.530  < 2e-16 ***
ORIGIN_SZG00426          0.0447499  0.1028282     0.435 0.663424    
ORIGIN_SZG00427         -0.7456434  0.1046830    -7.123 1.06e-12 ***
ORIGIN_SZG00428         -0.7456133  0.1255759    -5.938 2.89e-09 ***
ORIGIN_SZG00429          0.9510348  0.1010734     9.409  < 2e-16 ***
ORIGIN_SZG00446         -0.1202788  0.1147031    -1.049 0.294358    
ORIGIN_SZG00447         -0.6873343  0.1080963    -6.359 2.04e-10 ***
ORIGIN_SZG00448          0.1247005  0.1023699     1.218 0.223172    
ORIGIN_SZG00449          2.9401070  0.0987102    29.785  < 2e-16 ***
ORIGIN_SZG00450          0.7701136  0.1004338     7.668 1.75e-14 ***
ORIGIN_SZG00468          0.2255842  0.1023097     2.205 0.027460 *  
ORIGIN_SZG00469          0.7583675  0.1000564     7.579 3.47e-14 ***
ORIGIN_SZG00470          3.1979740  0.0986263    32.425  < 2e-16 ***
ORIGIN_SZG00471          1.6613304  0.0998055    16.646  < 2e-16 ***
ORIGIN_SZG00488         -0.1189514  0.1140087    -1.043 0.296784    
ORIGIN_SZG00489         -2.9601371  0.2687167   -11.016  < 2e-16 ***
ORIGIN_SZG00490          1.7754763  0.0991795    17.902  < 2e-16 ***
ORIGIN_SZG00491          2.2868079  0.0987958    23.147  < 2e-16 ***
ORIGIN_SZG00493         -2.1563193  0.1701160   -12.676  < 2e-16 ***
ORIGIN_SZG00494         -0.1077100  0.1147556    -0.939 0.347934    
ORIGIN_SZG00509          0.0680824  0.1041325     0.654 0.513237    
ORIGIN_SZG00510          0.3776763  0.1015428     3.719 0.000200 ***
ORIGIN_SZG00511          1.3879250  0.0990883    14.007  < 2e-16 ***
ORIGIN_SZG00512          3.7990398  0.0985745    38.540  < 2e-16 ***
ORIGIN_SZG00513          0.6530121  0.1013909     6.441 1.19e-10 ***
ORIGIN_SZG00514          0.2922734  0.1051492     2.780 0.005442 ** 
ORIGIN_SZG00515         -1.8600430  0.1690461   -11.003  < 2e-16 ***
ORIGIN_SZG00530         -0.7925172  0.1274538    -6.218 5.03e-10 ***
ORIGIN_SZG00531          0.4445404  0.1005571     4.421 9.83e-06 ***
ORIGIN_SZG00532          0.0646318  0.1011565     0.639 0.522869    
ORIGIN_SZG00533          3.6163730  0.0985764    36.686  < 2e-16 ***
ORIGIN_SZG00534          3.9544660  0.0985870    40.111  < 2e-16 ***
ORIGIN_SZG00536          0.6094348  0.1016450     5.996 2.03e-09 ***
ORIGIN_SZG00537         -1.6872683  0.1690461    -9.981  < 2e-16 ***
ORIGIN_SZG00538         -1.8445826  0.2266612    -8.138 4.02e-16 ***
ORIGIN_SZG00539         -4.1336751  0.5856979    -7.058 1.69e-12 ***
ORIGIN_SZG00551         -0.7827092  0.1123188    -6.969 3.20e-12 ***
ORIGIN_SZG00552          1.1569459  0.1050472    11.014  < 2e-16 ***
ORIGIN_SZG00553          0.2605794  0.1003186     2.598 0.009390 ** 
ORIGIN_SZG00554          3.5505642  0.0985861    36.015  < 2e-16 ***
ORIGIN_SZG00555          3.1259996  0.0987500    31.656  < 2e-16 ***
ORIGIN_SZG00559         -1.0930673  0.1356625    -8.057 7.80e-16 ***
ORIGIN_SZG00560          0.8015040  0.1092969     7.333 2.25e-13 ***
ORIGIN_SZG00572         -3.0739488  0.2443533   -12.580  < 2e-16 ***
ORIGIN_SZG00573         -0.6424578  0.1076983    -5.965 2.44e-09 ***
ORIGIN_SZG00574          0.3859945  0.1049155     3.679 0.000234 ***
ORIGIN_SZG00575          4.4172720  0.0985454    44.825  < 2e-16 ***
ORIGIN_SZG00576          3.0588849  0.0986377    31.011  < 2e-16 ***
ORIGIN_SZG00578         -1.6364706  0.1456123   -11.239  < 2e-16 ***
ORIGIN_SZG00582         -1.4698215  0.1451629   -10.125  < 2e-16 ***
ORIGIN_SZG00583         -2.3072744  0.2194770   -10.513  < 2e-16 ***
ORIGIN_SZG00584          0.9893795  0.1128670     8.766  < 2e-16 ***
ORIGIN_SZG00593         -0.5420905  0.1102432    -4.917 8.78e-07 ***
ORIGIN_SZG00594          0.4183063  0.1018523     4.107 4.01e-05 ***
ORIGIN_SZG00595          0.0050857  0.1004781     0.051 0.959632    
ORIGIN_SZG00596          2.9016772  0.0986111    29.425  < 2e-16 ***
ORIGIN_SZG00597         -0.3402475  0.1147556    -2.965 0.003027 ** 
ORIGIN_SZG00603         -1.1528099  0.1465379    -7.867 3.63e-15 ***
ORIGIN_SZG00604         -2.9196121  0.2848458   -10.250  < 2e-16 ***
ORIGIN_SZG00615         -1.0110508  0.1078499    -9.375  < 2e-16 ***
ORIGIN_SZG00616         -0.0907445  0.1026975    -0.884 0.376907    
ORIGIN_SZG00617          0.6370526  0.1000346     6.368 1.91e-10 ***
ORIGIN_SZG00618          3.3726670  0.0985901    34.209  < 2e-16 ***
ORIGIN_SZG00620          0.3626281  0.1036942     3.497 0.000470 ***
ORIGIN_SZG00637         -0.7763672  0.1060299    -7.322 2.44e-13 ***
ORIGIN_SZG00638          2.9367871  0.0986045    29.784  < 2e-16 ***
ORIGIN_SZG00657          0.8096931  0.0998289     8.111 5.03e-16 ***
ORIGIN_SZG00658          2.1384777  0.0987194    21.662  < 2e-16 ***
ORIGIN_SZG00659          2.5457810  0.0986634    25.803  < 2e-16 ***
ORIGIN_SZG00660          3.5812032  0.0985728    36.331  < 2e-16 ***
ORIGIN_SZG00662          3.2112584  0.0987723    32.512  < 2e-16 ***
ORIGIN_SZG00677          0.8484985  0.1010263     8.399  < 2e-16 ***
ORIGIN_SZG00678         -1.2115012  0.1077315   -11.246  < 2e-16 ***
ORIGIN_SZG00679          3.3767112  0.0985833    34.252  < 2e-16 ***
ORIGIN_SZG00680          3.3351647  0.0985828    33.831  < 2e-16 ***
ORIGIN_SZG00681          2.3308194  0.0988715    23.574  < 2e-16 ***
ORIGIN_SZG00699          0.3677152  0.1009421     3.643 0.000270 ***
ORIGIN_SZG00700          2.2870595  0.0987019    23.171  < 2e-16 ***
ORIGIN_SZG00701          2.3897460  0.0987069    24.211  < 2e-16 ***
ORIGIN_SZG00702          3.3901213  0.0985799    34.390  < 2e-16 ***
ORIGIN_SZG00704          0.2016741  0.1035562     1.947 0.051477 .  
ORIGIN_SZG00722          0.3902481  0.1001238     3.898 9.71e-05 ***
ORIGIN_SZG00725         -0.5208129  0.1077156    -4.835 1.33e-06 ***
ORIGIN_SZG00741          0.9076947  0.0998532     9.090  < 2e-16 ***
ORIGIN_SZG00743          0.7150727  0.0992794     7.203 5.91e-13 ***
ORIGIN_SZG00744          2.8198842  0.0986184    28.594  < 2e-16 ***
ORIGIN_SZG00761          0.3482782  0.1021768     3.409 0.000653 ***
ORIGIN_SZG00762          2.3290491  0.0987632    23.582  < 2e-16 ***
ORIGIN_SZG00763         -0.8604134  0.1023051    -8.410  < 2e-16 ***
ORIGIN_SZG00764          3.2288716  0.0985781    32.754  < 2e-16 ***
ORIGIN_SZG00765          2.3429764  0.0988510    23.702  < 2e-16 ***
ORIGIN_SZG00767          3.9847060  0.0985879    40.418  < 2e-16 ***
ORIGIN_SZG00772         -1.0388635  0.1220240    -8.514  < 2e-16 ***
ORIGIN_SZG00784         -0.6064641  0.1012692    -5.989 2.12e-09 ***
ORIGIN_SZG00785          2.4640198  0.0986139    24.987  < 2e-16 ***
ORIGIN_SZG00786          2.0819713  0.0986989    21.094  < 2e-16 ***
ORIGIN_SZG00787          2.7074686  0.0987770    27.410  < 2e-16 ***
ORIGIN_SZG00788          3.2649139  0.0986570    33.094  < 2e-16 ***
ORIGIN_SZG00789          1.9124104  0.0990635    19.305  < 2e-16 ***
ORIGIN_SZG00803         -1.0136305  0.1099266    -9.221  < 2e-16 ***
ORIGIN_SZG00804          3.3070865  0.0986035    33.539  < 2e-16 ***
ORIGIN_SZG00805          3.0822395  0.0985778    31.267  < 2e-16 ***
ORIGIN_SZG00806          2.6243876  0.0986126    26.613  < 2e-16 ***
ORIGIN_SZG00807          3.4853406  0.0986098    35.345  < 2e-16 ***
ORIGIN_SZG00808          1.9635654  0.0991123    19.812  < 2e-16 ***
ORIGIN_SZG00809          3.5453882  0.0985807    35.964  < 2e-16 ***
ORIGIN_SZG00810          3.0899193  0.0986721    31.315  < 2e-16 ***
ORIGIN_SZG00814          0.4824623  0.1022817     4.717 2.39e-06 ***
ORIGIN_SZG00819          5.5642089  0.1000180    55.632  < 2e-16 ***
ORIGIN_SZG00824         -0.4229726  0.1057111    -4.001 6.30e-05 ***
ORIGIN_SZG00826          0.8387211  0.0990191     8.470  < 2e-16 ***
ORIGIN_SZG00827          2.9117751  0.0985929    29.533  < 2e-16 ***
ORIGIN_SZG00828          3.0747990  0.0985882    31.188  < 2e-16 ***
ORIGIN_SZG00829          3.1514089  0.0986211    31.955  < 2e-16 ***
ORIGIN_SZG00830          3.1778109  0.0986501    32.213  < 2e-16 ***
ORIGIN_SZG00831          3.9165242  0.0985626    39.736  < 2e-16 ***
ORIGIN_SZG00832          3.1743961  0.0987011    32.162  < 2e-16 ***
ORIGIN_SZG00835          0.1643879  0.1027670     1.600 0.109683    
ORIGIN_SZG00844         -1.5747747  0.1255753   -12.540  < 2e-16 ***
ORIGIN_SZG00846          2.4118701  0.0986535    24.448  < 2e-16 ***
ORIGIN_SZG00847          1.2302210  0.0989150    12.437  < 2e-16 ***
ORIGIN_SZG00848          2.4885025  0.0986333    25.230  < 2e-16 ***
ORIGIN_SZG00849          1.6920519  0.0988223    17.122  < 2e-16 ***
ORIGIN_SZG00850          2.5694393  0.0986639    26.042  < 2e-16 ***
ORIGIN_SZG00851          3.0361729  0.0986056    30.791  < 2e-16 ***
ORIGIN_SZG00852          2.6497814  0.0987002    26.847  < 2e-16 ***
ORIGIN_SZG00853          4.5271546  0.0985861    45.921  < 2e-16 ***
ORIGIN_SZG00854          0.6112520  0.1018478     6.002 1.95e-09 ***
ORIGIN_SZG00855         -0.4495039  0.1076651    -4.175 2.98e-05 ***
ORIGIN_SZG00856          1.1590652  0.1001359    11.575  < 2e-16 ***
ORIGIN_SZG00866         -0.0429554  0.1035164    -0.415 0.678170    
ORIGIN_SZG00867          1.1446653  0.0992194    11.537  < 2e-16 ***
ORIGIN_SZG00868          0.2931468  0.1000795     2.929 0.003399 ** 
ORIGIN_SZG00869          2.9132546  0.0986872    29.520  < 2e-16 ***
ORIGIN_SZG00870          3.5243405  0.0985636    35.757  < 2e-16 ***
ORIGIN_SZG00871          3.1136055  0.0986861    31.551  < 2e-16 ***
ORIGIN_SZG00872          1.2524443  0.0991058    12.637  < 2e-16 ***
ORIGIN_SZG00873          1.5440662  0.0990243    15.593  < 2e-16 ***
ORIGIN_SZG00874          1.8565303  0.0988415    18.783  < 2e-16 ***
ORIGIN_SZG00875         -1.2894605  0.1220241   -10.567  < 2e-16 ***
ORIGIN_SZG00876         -0.1627371  0.1034201    -1.574 0.115591    
ORIGIN_SZG00877         -0.7410867  0.1063417    -6.969 3.19e-12 ***
ORIGIN_SZG00887          0.9123926  0.0994138     9.178  < 2e-16 ***
ORIGIN_SZG00888          2.1382270  0.0987514    21.653  < 2e-16 ***
ORIGIN_SZG00889         -0.8524677  0.1041705    -8.183 2.76e-16 ***
ORIGIN_SZG00890          3.0944805  0.0985862    31.389  < 2e-16 ***
ORIGIN_SZG00891          2.0016545  0.0991452    20.189  < 2e-16 ***
ORIGIN_SZG00893          3.1152937  0.0985962    31.597  < 2e-16 ***
ORIGIN_SZG00894          1.2444648  0.0991090    12.557  < 2e-16 ***
ORIGIN_SZG00895          0.8936757  0.0996651     8.967  < 2e-16 ***
ORIGIN_SZG00896          0.4401688  0.1017110     4.328 1.51e-05 ***
ORIGIN_SZG00897         -1.4220182  0.1174317   -12.109  < 2e-16 ***
ORIGIN_SZG00898          0.3669035  0.1027112     3.572 0.000354 ***
ORIGIN_SZG00908          2.1169922  0.0992237    21.336  < 2e-16 ***
ORIGIN_SZG00909          2.2289098  0.0986744    22.589  < 2e-16 ***
ORIGIN_SZG00910          0.2199616  0.0999932     2.200 0.027824 *  
ORIGIN_SZG00911          1.5424954  0.0988869    15.599  < 2e-16 ***
ORIGIN_SZG00912          2.8423650  0.0986085    28.825  < 2e-16 ***
ORIGIN_SZG00915          3.0255324  0.0986088    30.682  < 2e-16 ***
ORIGIN_SZG00917          2.4709276  0.0987778    25.015  < 2e-16 ***
ORIGIN_SZG00918         -0.5493183  0.1049237    -5.235 1.65e-07 ***
ORIGIN_SZG00919          1.9535862  0.0989151    19.750  < 2e-16 ***
ORIGIN_SZG00928          1.2669722  0.0994072    12.745  < 2e-16 ***
ORIGIN_SZG00929          2.6339815  0.0986183    26.709  < 2e-16 ***
ORIGIN_SZG00930          3.3671790  0.0985642    34.162  < 2e-16 ***
ORIGIN_SZG00931          0.4171415  0.0998914     4.176 2.97e-05 ***
ORIGIN_SZG00932          0.9424482  0.1000311     9.422  < 2e-16 ***
ORIGIN_SZG00933          2.6450824  0.0986689    26.808  < 2e-16 ***
ORIGIN_SZG00934          0.2973193  0.0999880     2.974 0.002944 ** 
ORIGIN_SZG00935          3.7217630  0.0985637    37.760  < 2e-16 ***
ORIGIN_SZG00938         -2.6535337  0.2348682   -11.298  < 2e-16 ***
ORIGIN_SZG00939          3.8331821  0.0985853    38.882  < 2e-16 ***
ORIGIN_SZG00940         -1.0126772  0.1155204    -8.766  < 2e-16 ***
ORIGIN_SZG00949          1.0958719  0.0993080    11.035  < 2e-16 ***
ORIGIN_SZG00950          3.0533703  0.0986305    30.958  < 2e-16 ***
ORIGIN_SZG00951          3.8366421  0.0985539    38.929  < 2e-16 ***
ORIGIN_SZG00952          0.8202055  0.1006945     8.145 3.78e-16 ***
ORIGIN_SZG00953          1.6948670  0.0989504    17.128  < 2e-16 ***
ORIGIN_SZG00954          0.2530481  0.0998912     2.533 0.011301 *  
ORIGIN_SZG00955          2.4570232  0.0986704    24.901  < 2e-16 ***
ORIGIN_SZG00956          0.9795480  0.0991578     9.879  < 2e-16 ***
ORIGIN_SZG00957          2.9394252  0.0986688    29.791  < 2e-16 ***
ORIGIN_SZG00959         -0.1951947  0.1097498    -1.779 0.075315 .  
ORIGIN_SZG00961         -0.3529104  0.1029102    -3.429 0.000605 ***
ORIGIN_SZG00962          5.9131395  0.0986031    59.969  < 2e-16 ***
ORIGIN_SZG00970          1.5849783  0.0988245    16.038  < 2e-16 ***
ORIGIN_SZG00971          2.8066671  0.0985877    28.469  < 2e-16 ***
ORIGIN_SZG00972          2.6030104  0.0986257    26.393  < 2e-16 ***
ORIGIN_SZG00974          1.9759883  0.0987778    20.004  < 2e-16 ***
ORIGIN_SZG00975          1.6075617  0.0989009    16.254  < 2e-16 ***
ORIGIN_SZG00976          0.2694415  0.0999094     2.697 0.007000 ** 
ORIGIN_SZG00977          3.3602849  0.0985845    34.085  < 2e-16 ***
ORIGIN_SZG00978          2.8934540  0.0987489    29.301  < 2e-16 ***
ORIGIN_SZG00982          0.7997663  0.0995371     8.035 9.37e-16 ***
ORIGIN_SZG00983          4.8757660  0.0985802    49.460  < 2e-16 ***
ORIGIN_SZG00984          5.7747659  0.0985813    58.579  < 2e-16 ***
ORIGIN_SZG00991          1.5168718  0.0988991    15.338  < 2e-16 ***
ORIGIN_SZG00992          1.9126796  0.0987447    19.370  < 2e-16 ***
ORIGIN_SZG00993          1.5673139  0.0987822    15.866  < 2e-16 ***
ORIGIN_SZG00994          0.9546394  0.0991007     9.633  < 2e-16 ***
ORIGIN_SZG00995          2.3493250  0.0986662    23.811  < 2e-16 ***
ORIGIN_SZG00996          1.9439967  0.0987915    19.678  < 2e-16 ***
ORIGIN_SZG00997          0.5864708  0.1027156     5.710 1.13e-08 ***
ORIGIN_SZG00998          3.4120563  0.0985904    34.608  < 2e-16 ***
ORIGIN_SZG00999          3.3004333  0.0986580    33.453  < 2e-16 ***
ORIGIN_SZG01001          0.8007957  0.1014769     7.891 2.99e-15 ***
ORIGIN_SZG01003          3.3337540  0.0986026    33.810  < 2e-16 ***
ORIGIN_SZG01004          4.2747936  0.0985632    43.371  < 2e-16 ***
ORIGIN_SZG01011          0.0271198  0.1030064     0.263 0.792332    
ORIGIN_SZG01012         -0.3845767  0.1035121    -3.715 0.000203 ***
ORIGIN_SZG01013          0.3445309  0.0997726     3.453 0.000554 ***
ORIGIN_SZG01014          1.0282274  0.0990789    10.378  < 2e-16 ***
ORIGIN_SZG01015          0.2949615  0.0997739     2.956 0.003114 ** 
ORIGIN_SZG01016          1.8862539  0.0987647    19.098  < 2e-16 ***
ORIGIN_SZG01018          2.3711797  0.0989872    23.954  < 2e-16 ***
ORIGIN_SZG01019          3.7507650  0.0986201    38.032  < 2e-16 ***
ORIGIN_SZG01023          2.3563137  0.0989412    23.815  < 2e-16 ***
ORIGIN_SZG01024          3.3861115  0.0986099    34.338  < 2e-16 ***
ORIGIN_SZG01025         -1.0695740  0.1100830    -9.716  < 2e-16 ***
ORIGIN_SZG01033          1.0974641  0.0991302    11.071  < 2e-16 ***
ORIGIN_SZG01034          1.8029156  0.0987685    18.254  < 2e-16 ***
ORIGIN_SZG01035          2.3621409  0.0986602    23.942  < 2e-16 ***
ORIGIN_SZG01036          0.4434196  0.0994769     4.458 8.29e-06 ***
ORIGIN_SZG01037          1.6814947  0.0987563    17.027  < 2e-16 ***
ORIGIN_SZG01043          0.7218528  0.1015505     7.108 1.17e-12 ***
ORIGIN_SZG01045          3.0591806  0.0986127    31.022  < 2e-16 ***
ORIGIN_SZG01046          3.0951356  0.0986362    31.379  < 2e-16 ***
ORIGIN_SZG01053          2.3607569  0.0986764    23.924  < 2e-16 ***
ORIGIN_SZG01054          1.6265180  0.0988145    16.460  < 2e-16 ***
ORIGIN_SZG01055          2.4489214  0.0986485    24.825  < 2e-16 ***
ORIGIN_SZG01056          1.3359377  0.0989336    13.503  < 2e-16 ***
ORIGIN_SZG01064         -2.1982823  0.2687167    -8.181 2.82e-16 ***
ORIGIN_SZG01066          2.9645502  0.0986377    30.055  < 2e-16 ***
ORIGIN_SZG01067          2.9977570  0.0987278    30.364  < 2e-16 ***
ORIGIN_SZG01074          1.8789052  0.0987969    19.018  < 2e-16 ***
ORIGIN_SZG01075          1.2690973  0.0990177    12.817  < 2e-16 ***
ORIGIN_SZG01076          1.1202380  0.0988857    11.329  < 2e-16 ***
ORIGIN_SZG01077          1.2256344  0.0990228    12.377  < 2e-16 ***
ORIGIN_SZG01079          2.5674105  0.0986422    26.028  < 2e-16 ***
ORIGIN_SZG01085         -1.8432402  0.1723621   -10.694  < 2e-16 ***
ORIGIN_SZG01087          2.9875469  0.0986809    30.275  < 2e-16 ***
ORIGIN_SZG01088          1.4787093  0.0992124    14.904  < 2e-16 ***
ORIGIN_SZG01094         -0.0365875  0.1076984    -0.340 0.734066    
ORIGIN_SZG01095         -0.2279864  0.1038233    -2.196 0.028099 *  
ORIGIN_SZG01096          0.9706632  0.1005673     9.652  < 2e-16 ***
ORIGIN_SZG01097          2.9079401  0.0985870    29.496  < 2e-16 ***
ORIGIN_SZG01098          0.2859128  0.1001338     2.855 0.004300 ** 
ORIGIN_SZG01099          1.8786598  0.0987435    19.026  < 2e-16 ***
ORIGIN_SZG01105         -0.3017938  0.1159912    -2.602 0.009272 ** 
ORIGIN_SZG01106         -1.3079825  0.1345809    -9.719  < 2e-16 ***
ORIGIN_SZG01107          0.4585596  0.1022502     4.485 7.30e-06 ***
ORIGIN_SZG01108          4.4413385  0.0985484    45.068  < 2e-16 ***
ORIGIN_SZG01109          2.2413155  0.0990306    22.633  < 2e-16 ***
ORIGIN_SZG01116          1.6354509  0.0988688    16.542  < 2e-16 ***
ORIGIN_SZG01117         -0.0144160  0.1000308    -0.144 0.885409    
ORIGIN_SZG01118          0.0267007  0.1003308     0.266 0.790141    
ORIGIN_SZG01119          1.0546426  0.0989840    10.655  < 2e-16 ***
ORIGIN_SZG01120          0.9130647  0.0993723     9.188  < 2e-16 ***
ORIGIN_SZG01129          3.3916069  0.0986251    34.389  < 2e-16 ***
ORIGIN_SZG01130          3.4589525  0.0985932    35.083  < 2e-16 ***
ORIGIN_SZG01131          2.3243686  0.0990195    23.474  < 2e-16 ***
ORIGIN_SZG01136          0.3754781  0.0996802     3.767 0.000165 ***
ORIGIN_SZG01138         -0.5352484  0.1025495    -5.219 1.79e-07 ***
ORIGIN_SZG01139          2.1447139  0.0986503    21.741  < 2e-16 ***
ORIGIN_SZG01141          2.0880050  0.0987129    21.152  < 2e-16 ***
ORIGIN_SZG01148         -0.1549216  0.1112125    -1.393 0.163613    
ORIGIN_SZG01149          1.2020759  0.0999967    12.021  < 2e-16 ***
ORIGIN_SZG01150          3.5822311  0.0985813    36.338  < 2e-16 ***
ORIGIN_SZG01151          2.5404611  0.0987208    25.734  < 2e-16 ***
ORIGIN_SZG01158          0.7659767  0.0991258     7.727 1.10e-14 ***
ORIGIN_SZG01159          1.8824231  0.0986805    19.076  < 2e-16 ***
ORIGIN_SZG01160          2.7650100  0.0985905    28.045  < 2e-16 ***
ORIGIN_SZG01171          3.8061053  0.0985913    38.605  < 2e-16 ***
ORIGIN_SZG01172          3.6855663  0.0985862    37.384  < 2e-16 ***
ORIGIN_SZG01173          1.3722551  0.0992786    13.822  < 2e-16 ***
ORIGIN_SZG01174         -2.5401871  0.2848460    -8.918  < 2e-16 ***
ORIGIN_SZG01178          0.8422300  0.0990523     8.503  < 2e-16 ***
ORIGIN_SZG01179          1.5089132  0.0987532    15.280  < 2e-16 ***
ORIGIN_SZG01180          2.4137078  0.0986132    24.477  < 2e-16 ***
ORIGIN_SZG01181          1.6125996  0.0987339    16.333  < 2e-16 ***
ORIGIN_SZG01183          0.8328334  0.0992012     8.395  < 2e-16 ***
ORIGIN_SZG01190         -0.0123112  0.1095307    -0.112 0.910506    
ORIGIN_SZG01192          2.7809361  0.0987062    28.174  < 2e-16 ***
ORIGIN_SZG01193          2.8241852  0.0986508    28.628  < 2e-16 ***
ORIGIN_SZG01194          1.1973261  0.0994796    12.036  < 2e-16 ***
ORIGIN_SZG01200          1.7078626  0.0987412    17.296  < 2e-16 ***
ORIGIN_SZG01201          1.4719071  0.0987714    14.902  < 2e-16 ***
ORIGIN_SZG01203          2.0274577  0.0986949    20.543  < 2e-16 ***
ORIGIN_SZG01204          1.8389665  0.0987536    18.622  < 2e-16 ***
ORIGIN_SZG01211         -0.6339072  0.1328351    -4.772 1.82e-06 ***
ORIGIN_SZG01214          3.4252599  0.0986011    34.739  < 2e-16 ***
ORIGIN_SZG01215          0.2391372  0.1061999     2.252 0.024337 *  
ORIGIN_SZG01216         -0.4798452  0.1064514    -4.508 6.56e-06 ***
ORIGIN_SZG01220          2.6805112  0.0986053    27.184  < 2e-16 ***
ORIGIN_SZG01221          2.1821477  0.0986248    22.126  < 2e-16 ***
ORIGIN_SZG01222          1.9610131  0.0989873    19.811  < 2e-16 ***
ORIGIN_SZG01223          0.0618724  0.0999160     0.619 0.535755    
ORIGIN_SZG01224          0.8840833  0.0990796     8.923  < 2e-16 ***
ORIGIN_SZG01231         -2.7247996  0.2131267   -12.785  < 2e-16 ***
ORIGIN_SZG01232         -1.0516434  0.1490256    -7.057 1.70e-12 ***
ORIGIN_SZG01235          0.8882138  0.0994590     8.930  < 2e-16 ***
ORIGIN_SZG01236          1.3264890  0.0994469    13.339  < 2e-16 ***
ORIGIN_SZG01241          0.9449275  0.0990241     9.542  < 2e-16 ***
ORIGIN_SZG01242          1.5626875  0.0987520    15.824  < 2e-16 ***
ORIGIN_SZG01243          2.0625514  0.0986407    20.910  < 2e-16 ***
ORIGIN_SZG01246          1.1113413  0.0989388    11.233  < 2e-16 ***
ORIGIN_SZG01256          2.2431355  0.0987894    22.706  < 2e-16 ***
ORIGIN_SZG01257          3.1211812  0.0986499    31.639  < 2e-16 ***
ORIGIN_SZG01258          1.2493558  0.0995568    12.549  < 2e-16 ***
ORIGIN_SZG01262          1.3309847  0.0988587    13.464  < 2e-16 ***
ORIGIN_SZG01263          1.8507030  0.0986590    18.759  < 2e-16 ***
ORIGIN_SZG01264          0.7696952  0.0992139     7.758 8.63e-15 ***
ORIGIN_SZG01265          0.3991253  0.0994937     4.012 6.03e-05 ***
ORIGIN_SZG01266          1.7625553  0.0988201    17.836  < 2e-16 ***
ORIGIN_SZG01267         -0.2986540  0.1020606    -2.926 0.003431 ** 
ORIGIN_SZG01272         -2.3556882  0.1517958   -15.519  < 2e-16 ***
ORIGIN_SZG01273          1.4852772  0.0992296    14.968  < 2e-16 ***
ORIGIN_SZG01277          3.3077209  0.0985996    33.547  < 2e-16 ***
ORIGIN_SZG01278          0.9132479  0.0994616     9.182  < 2e-16 ***
ORIGIN_SZG01283          2.9483634  0.0985942    29.904  < 2e-16 ***
ORIGIN_SZG01284          2.1720890  0.0986363    22.021  < 2e-16 ***
ORIGIN_SZG01285          2.8674244  0.0985800    29.087  < 2e-16 ***
ORIGIN_SZG01286          1.1562404  0.0990279    11.676  < 2e-16 ***
ORIGIN_SZG01289         -0.9880237  0.1087328    -9.087  < 2e-16 ***
ORIGIN_SZG01293         -1.7512815  0.1328347   -13.184  < 2e-16 ***
ORIGIN_SZG01294          2.9258638  0.0986979    29.645  < 2e-16 ***
ORIGIN_SZG01295          0.5354961  0.1006401     5.321 1.03e-07 ***
ORIGIN_SZG01298          2.1639877  0.0987512    21.914  < 2e-16 ***
ORIGIN_SZG01299          2.8137787  0.0987044    28.507  < 2e-16 ***
ORIGIN_SZG01304          2.8710776  0.0985957    29.120  < 2e-16 ***
ORIGIN_SZG01305          2.2085341  0.0986093    22.397  < 2e-16 ***
ORIGIN_SZG01307         -1.2579674  0.1054397   -11.931  < 2e-16 ***
ORIGIN_SZG01308          1.9163279  0.0987103    19.414  < 2e-16 ***
ORIGIN_SZG01310         -2.5758261  0.1632722   -15.776  < 2e-16 ***
ORIGIN_SZG01316         -0.4670756  0.1039362    -4.494 6.99e-06 ***
ORIGIN_SZG01317          1.3217806  0.0991506    13.331  < 2e-16 ***
ORIGIN_SZG01318          0.7563730  0.0996907     7.587 3.27e-14 ***
ORIGIN_SZG01319          3.4258072  0.0985929    34.747  < 2e-16 ***
ORIGIN_SZG01320          2.1570442  0.0989123    21.808  < 2e-16 ***
ORIGIN_SZG01325          0.5247194  0.0992767     5.285 1.25e-07 ***
ORIGIN_SZG01326          2.3968484  0.0986067    24.307  < 2e-16 ***
ORIGIN_SZG01327          2.1876341  0.0986242    22.182  < 2e-16 ***
ORIGIN_SZG01328          0.7832858  0.0989659     7.915 2.48e-15 ***
ORIGIN_SZG01329          1.1751476  0.0991919    11.847  < 2e-16 ***
ORIGIN_SZG01330          1.9250889  0.0988478    19.475  < 2e-16 ***
ORIGIN_SZG01331         -2.9981247  0.3172030    -9.452  < 2e-16 ***
ORIGIN_SZG01333          0.9192686  0.0992614     9.261  < 2e-16 ***
ORIGIN_SZG01334          1.3228201  0.0991497    13.342  < 2e-16 ***
ORIGIN_SZG01335          0.7412493  0.0998816     7.421 1.16e-13 ***
ORIGIN_SZG01336         -1.6771520  0.1456122   -11.518  < 2e-16 ***
ORIGIN_SZG01337         -1.1347928  0.1099014   -10.326  < 2e-16 ***
ORIGIN_SZG01338         -2.1935264  0.1277938   -17.165  < 2e-16 ***
ORIGIN_SZG01339          3.3984307  0.0985880    34.471  < 2e-16 ***
ORIGIN_SZG01340          1.8192086  0.0989124    18.392  < 2e-16 ***
ORIGIN_SZG01341         -2.7070857  0.7139390    -3.792 0.000150 ***
ORIGIN_SZG01346          2.0813056  0.0987103    21.085  < 2e-16 ***
ORIGIN_SZG01347          2.9460291  0.0985810    29.884  < 2e-16 ***
ORIGIN_SZG01348          1.3194085  0.0987175    13.365  < 2e-16 ***
ORIGIN_SZG01349          1.1933509  0.0988503    12.072  < 2e-16 ***
ORIGIN_SZG01350          1.3672897  0.0991363    13.792  < 2e-16 ***
ORIGIN_SZG01353          1.3702644  0.0988728    13.859  < 2e-16 ***
ORIGIN_SZG01354          0.8525571  0.0992488     8.590  < 2e-16 ***
ORIGIN_SZG01355          1.6841036  0.0988689    17.034  < 2e-16 ***
ORIGIN_SZG01357          0.7747251  0.1002723     7.726 1.11e-14 ***
ORIGIN_SZG01358          2.0917989  0.0987803    21.176  < 2e-16 ***
ORIGIN_SZG01359          2.5958252  0.0986535    26.313  < 2e-16 ***
ORIGIN_SZG01360          2.6645122  0.0986607    27.007  < 2e-16 ***
ORIGIN_SZG01361          3.7196994  0.0985984    37.726  < 2e-16 ***
ORIGIN_SZG01362         -0.3399180  0.1083753    -3.136 0.001710 ** 
ORIGIN_SZG01368          0.9186648  0.0988781     9.291  < 2e-16 ***
ORIGIN_SZG01369          0.7055308  0.0988956     7.134 9.74e-13 ***
ORIGIN_SZG01370          1.7933327  0.0986487    18.179  < 2e-16 ***
ORIGIN_SZG01371          1.2229087  0.0990088    12.352  < 2e-16 ***
ORIGIN_SZG01372          0.5937278  0.0993793     5.974 2.31e-09 ***
ORIGIN_SZG01373         -1.3561239  0.1089211   -12.451  < 2e-16 ***
ORIGIN_SZG01374          0.4559339  0.0992618     4.593 4.36e-06 ***
ORIGIN_SZG01375          2.0242030  0.0988134    20.485  < 2e-16 ***
ORIGIN_SZG01376          1.4558517  0.0992805    14.664  < 2e-16 ***
ORIGIN_SZG01379         -0.2154987  0.1043254    -2.066 0.038862 *  
ORIGIN_SZG01380          3.5956822  0.0985678    36.479  < 2e-16 ***
ORIGIN_SZG01381          3.2066257  0.0985895    32.525  < 2e-16 ***
ORIGIN_SZG01382          2.7371993  0.0987155    27.728  < 2e-16 ***
ORIGIN_SZG01383          0.2744789  0.1014002     2.707 0.006792 ** 
ORIGIN_SZG01388          1.4184263  0.0987348    14.366  < 2e-16 ***
ORIGIN_SZG01389          0.5869375  0.0989168     5.934 2.96e-09 ***
ORIGIN_SZG01390          1.2703079  0.0987473    12.864  < 2e-16 ***
ORIGIN_SZG01391          1.1198170  0.0988689    11.326  < 2e-16 ***
ORIGIN_SZG01392          0.8041704  0.0997709     8.060 7.62e-16 ***
ORIGIN_SZG01393          0.0729878  0.0996369     0.733 0.463841    
ORIGIN_SZG01394          1.2845401  0.0988012    13.001  < 2e-16 ***
ORIGIN_SZG01395          1.3738344  0.0987890    13.907  < 2e-16 ***
ORIGIN_SZG01396          2.4528681  0.0986479    24.865  < 2e-16 ***
ORIGIN_SZG01397          2.6076588  0.0986547    26.432  < 2e-16 ***
ORIGIN_SZG01398          1.5820245  0.0991146    15.962  < 2e-16 ***
ORIGIN_SZG01400          2.8678639  0.0987289    29.048  < 2e-16 ***
ORIGIN_SZG01401          3.0070847  0.0985971    30.499  < 2e-16 ***
ORIGIN_SZG01402          3.1907939  0.0986130    32.357  < 2e-16 ***
ORIGIN_SZG01404          2.7980804  0.0996388    28.082  < 2e-16 ***
ORIGIN_SZG01410          1.9657497  0.0986206    19.932  < 2e-16 ***
ORIGIN_SZG01411          0.8579878  0.0988426     8.680  < 2e-16 ***
ORIGIN_SZG01412          1.1941410  0.0987205    12.096  < 2e-16 ***
ORIGIN_SZG01413          2.1029865  0.0986367    21.321  < 2e-16 ***
ORIGIN_SZG01414          1.4689740  0.0987226    14.880  < 2e-16 ***
ORIGIN_SZG01415          0.9091716  0.0989472     9.188  < 2e-16 ***
ORIGIN_SZG01416          1.5900072  0.0987666    16.099  < 2e-16 ***
ORIGIN_SZG01417          1.6457991  0.0987282    16.670  < 2e-16 ***
ORIGIN_SZG01418          2.4926126  0.0986367    25.271  < 2e-16 ***
ORIGIN_SZG01419          2.0571357  0.0987334    20.835  < 2e-16 ***
ORIGIN_SZG01422          3.0114293  0.0986423    30.529  < 2e-16 ***
ORIGIN_SZG01423          3.9611024  0.0985747    40.184  < 2e-16 ***
ORIGIN_SZG01430          1.7002917  0.0986943    17.228  < 2e-16 ***
ORIGIN_SZG01431          1.7167755  0.0986407    17.404  < 2e-16 ***
ORIGIN_SZG01432          1.7063705  0.0986377    17.299  < 2e-16 ***
ORIGIN_SZG01433          0.4239145  0.0997808     4.248 2.15e-05 ***
ORIGIN_SZG01434          1.8922624  0.0986670    19.178  < 2e-16 ***
ORIGIN_SZG01435          2.4295947  0.0986025    24.640  < 2e-16 ***
ORIGIN_SZG01436         -0.5363196  0.1009381    -5.313 1.08e-07 ***
ORIGIN_SZG01437          2.5862488  0.0986142    26.226  < 2e-16 ***
ORIGIN_SZG01438          2.9883941  0.0985768    30.315  < 2e-16 ***
ORIGIN_SZG01439          3.6249944  0.0985634    36.778  < 2e-16 ***
ORIGIN_SZG01440          0.0771163  0.1005472     0.767 0.443101    
ORIGIN_SZG01442          2.6135049  0.0987344    26.470  < 2e-16 ***
ORIGIN_SZG01443          3.6661355  0.0985852    37.187  < 2e-16 ***
ORIGIN_SZG01444          2.7565595  0.0987844    27.905  < 2e-16 ***
ORIGIN_SZG01452          0.7881286  0.0988130     7.976 1.51e-15 ***
ORIGIN_SZG01453          0.9583632  0.0987956     9.700  < 2e-16 ***
ORIGIN_SZG01454          0.0187496  0.1001668     0.187 0.851517    
ORIGIN_SZG01455          1.2807386  0.0988486    12.957  < 2e-16 ***
ORIGIN_SZG01456          1.7987250  0.0986943    18.225  < 2e-16 ***
ORIGIN_SZG01457          2.6512689  0.0986035    26.888  < 2e-16 ***
ORIGIN_SZG01458          2.7855596  0.0985884    28.254  < 2e-16 ***
ORIGIN_SZG01459          2.4207939  0.0986254    24.545  < 2e-16 ***
ORIGIN_SZG01460          1.8142621  0.0987147    18.379  < 2e-16 ***
ORIGIN_SZG01461          0.4663544  0.0999050     4.668 3.04e-06 ***
ORIGIN_SZG01464          3.9287505  0.0985781    39.854  < 2e-16 ***
ORIGIN_SZG01465          3.5164277  0.0986258    35.654  < 2e-16 ***
ORIGIN_SZG01472         -0.6505568  0.1003101    -6.485 8.85e-11 ***
ORIGIN_SZG01473          0.3845752  0.0989912     3.885 0.000102 ***
ORIGIN_SZG01474          1.3915642  0.0986623    14.104  < 2e-16 ***
ORIGIN_SZG01475          2.3638969  0.0986055    23.973  < 2e-16 ***
ORIGIN_SZG01476          1.7454967  0.0987102    17.683  < 2e-16 ***
ORIGIN_SZG01477          3.2126368  0.0985593    32.596  < 2e-16 ***
ORIGIN_SZG01478          1.6191719  0.0987145    16.403  < 2e-16 ***
ORIGIN_SZG01479          1.8523264  0.0986805    18.771  < 2e-16 ***
ORIGIN_SZG01480          3.5367980  0.0985565    35.886  < 2e-16 ***
ORIGIN_SZG01481          1.2084180  0.0990145    12.204  < 2e-16 ***
ORIGIN_SZG01482          1.1773124  0.0993073    11.855  < 2e-16 ***
ORIGIN_SZG01485          3.3455225  0.0986322    33.919  < 2e-16 ***
ORIGIN_SZG01494          0.6008374  0.0991931     6.057 1.38e-09 ***
ORIGIN_SZG01495          0.7309123  0.0988207     7.396 1.40e-13 ***
ORIGIN_SZG01496          1.7710621  0.0986237    17.958  < 2e-16 ***
ORIGIN_SZG01497          2.0411909  0.0986488    20.691  < 2e-16 ***
ORIGIN_SZG01498          2.5783517  0.0986004    26.150  < 2e-16 ***
ORIGIN_SZG01499          2.7950102  0.0985829    28.352  < 2e-16 ***
ORIGIN_SZG01500          2.7763021  0.0986558    28.141  < 2e-16 ***
ORIGIN_SZG01501          2.9186605  0.0985849    29.606  < 2e-16 ***
ORIGIN_SZG01502          2.5655065  0.0986221    26.013  < 2e-16 ***
ORIGIN_SZG01506         -1.6362119  0.1465380   -11.166  < 2e-16 ***
ORIGIN_SZG01515         -0.4569231  0.1007466    -4.535 5.75e-06 ***
ORIGIN_SZG01516          1.1732958  0.0987309    11.884  < 2e-16 ***
ORIGIN_SZG01517          1.4457713  0.0987434    14.642  < 2e-16 ***
ORIGIN_SZG01518          1.4657249  0.0987783    14.839  < 2e-16 ***
ORIGIN_SZG01519          2.9710871  0.0986293    30.124  < 2e-16 ***
ORIGIN_SZG01520          2.2676230  0.0986344    22.990  < 2e-16 ***
ORIGIN_SZG01521          0.7584147  0.0991098     7.652 1.97e-14 ***
ORIGIN_SZG01522          3.1601070  0.0985764    32.057  < 2e-16 ***
ORIGIN_SZG01523          1.6109854  0.0996239    16.171  < 2e-16 ***
ORIGIN_SZG01524          1.8711857  0.0989295    18.914  < 2e-16 ***
ORIGIN_SZG01527          1.2771051  0.0997794    12.799  < 2e-16 ***
ORIGIN_SZG01535         -1.3766915  0.1220259   -11.282  < 2e-16 ***
ORIGIN_SZG01536         -1.1266564  0.1036282   -10.872  < 2e-16 ***
ORIGIN_SZG01537         -0.1009318  0.0997289    -1.012 0.311508    
ORIGIN_SZG01538          1.2678076  0.0986971    12.845  < 2e-16 ***
ORIGIN_SZG01539          1.7537944  0.0986423    17.779  < 2e-16 ***
ORIGIN_SZG01540          2.4474257  0.0986083    24.820  < 2e-16 ***
ORIGIN_SZG01541          3.6935335  0.0986257    37.450  < 2e-16 ***
ORIGIN_SZG01542          0.7988369  0.0995097     8.028 9.93e-16 ***
ORIGIN_SZG01543          1.0761682  0.1004276    10.716  < 2e-16 ***
ORIGIN_SZG01544          2.3991276  0.0987170    24.303  < 2e-16 ***
ORIGIN_SZG01547         -1.3061379  0.1141047   -11.447  < 2e-16 ***
ORIGIN_SZG01556         -0.6359187  0.1119538    -5.680 1.35e-08 ***
ORIGIN_SZG01557         -1.0395996  0.1032103   -10.073  < 2e-16 ***
ORIGIN_SZG01558          0.2837289  0.1000695     2.835 0.004578 ** 
ORIGIN_SZG01559          1.8917764  0.0986263    19.181  < 2e-16 ***
ORIGIN_SZG01560          2.8416589  0.0985797    28.826  < 2e-16 ***
ORIGIN_SZG01561          2.9027967  0.0986166    29.435  < 2e-16 ***
ORIGIN_SZG01562         -0.1226173  0.1002972    -1.223 0.221503    
ORIGIN_SZG01563          1.5006549  0.0987642    15.194  < 2e-16 ***
ORIGIN_SZG01564          0.6710411  0.0993179     6.756 1.41e-11 ***
ORIGIN_SZG01565          0.7550447  0.0994008     7.596 3.06e-14 ***
ORIGIN_SZG01566          0.3527276  0.1003449     3.515 0.000440 ***
ORIGIN_SZG01567         -1.5744748  0.1247259   -12.623  < 2e-16 ***
ORIGIN_SZG01568         -1.1761448  0.1155203   -10.181  < 2e-16 ***
ORIGIN_SZG01578         -3.7994280  0.7139389    -5.322 1.03e-07 ***
ORIGIN_SZG01580          0.4921436  0.0996131     4.941 7.79e-07 ***
ORIGIN_SZG01581         -0.8184710  0.1004366    -8.149 3.67e-16 ***
ORIGIN_SZG01582          2.5620271  0.0985869    25.987  < 2e-16 ***
ORIGIN_SZG01583          1.2588047  0.1004528    12.531  < 2e-16 ***
ORIGIN_SZG01584          1.2912738  0.0989912    13.044  < 2e-16 ***
ORIGIN_SZG01585          1.6144611  0.0988906    16.326  < 2e-16 ***
ORIGIN_SZG01586          0.7392146  0.0992368     7.449 9.41e-14 ***
ORIGIN_SZG01589         -0.8610000  0.1059641    -8.125 4.46e-16 ***
ORIGIN_SZG01590         -0.9985788  0.1140568    -8.755  < 2e-16 ***
ORIGIN_SZG01600          2.3472761  0.0989292    23.727  < 2e-16 ***
ORIGIN_SZG01601          1.0021686  0.0987741    10.146  < 2e-16 ***
ORIGIN_SZG01602          1.9364713  0.0986861    19.623  < 2e-16 ***
ORIGIN_SZG01603          2.8280711  0.0985888    28.686  < 2e-16 ***
ORIGIN_SZG01604          1.3522513  0.0987959    13.687  < 2e-16 ***
ORIGIN_SZG01605          2.6586461  0.0986008    26.964  < 2e-16 ***
ORIGIN_SZG01606          2.2760276  0.0989034    23.013  < 2e-16 ***
ORIGIN_SZG01607          1.3385443  0.0989330    13.530  < 2e-16 ***
ORIGIN_SZG01608          3.1195637  0.0986082    31.636  < 2e-16 ***
ORIGIN_SZG01609          2.8638125  0.0986581    29.028  < 2e-16 ***
ORIGIN_SZG01610         -0.7132283  0.1151292    -6.195 5.83e-10 ***
ORIGIN_SZG01622          1.1137327  0.1004698    11.085  < 2e-16 ***
ORIGIN_SZG01623          2.4097673  0.0985939    24.441  < 2e-16 ***
ORIGIN_SZG01624          1.2705110  0.0988269    12.856  < 2e-16 ***
ORIGIN_SZG01625          2.6524390  0.0986140    26.897  < 2e-16 ***
ORIGIN_SZG01626          3.1240872  0.0985693    31.694  < 2e-16 ***
ORIGIN_SZG01627          1.5974104  0.0987435    16.177  < 2e-16 ***
ORIGIN_SZG01628          3.3147247  0.0985728    33.627  < 2e-16 ***
ORIGIN_SZG01629          2.2206813  0.0987353    22.491  < 2e-16 ***
ORIGIN_SZG01630          2.1803780  0.0987972    22.069  < 2e-16 ***
ORIGIN_SZG01631         -1.3881374  0.1147035   -12.102  < 2e-16 ***
ORIGIN_SZG01642          0.0134589  0.1021539     0.132 0.895181    
ORIGIN_SZG01643          2.2562258  0.0986084    22.881  < 2e-16 ***
ORIGIN_SZG01644          0.2417990  0.0997689     2.424 0.015368 *  
ORIGIN_SZG01645          1.8610151  0.0986865    18.858  < 2e-16 ***
ORIGIN_SZG01646          1.8123441  0.0988642    18.332  < 2e-16 ***
ORIGIN_SZG01647          1.9599332  0.0986656    19.864  < 2e-16 ***
ORIGIN_SZG01648          2.4617914  0.0986222    24.962  < 2e-16 ***
ORIGIN_SZG01649          3.2062905  0.0985809    32.524  < 2e-16 ***
ORIGIN_SZG01650          3.0298948  0.0986447    30.715  < 2e-16 ***
ORIGIN_SZG01664         -2.9347280  0.1936145   -15.158  < 2e-16 ***
ORIGIN_SZG01665          2.5084117  0.0985909    25.443  < 2e-16 ***
ORIGIN_SZG01666          1.2766672  0.0987426    12.929  < 2e-16 ***
ORIGIN_SZG01667          2.7699562  0.0989915    27.982  < 2e-16 ***
ORIGIN_SZG01668          2.4700589  0.0986188    25.047  < 2e-16 ***
ORIGIN_SZG01670          3.3334751  0.0985720    33.818  < 2e-16 ***
ORIGIN_SZG01671          3.8477390  0.0986393    39.008  < 2e-16 ***
ORIGIN_SZG01672          3.1975756  0.0986732    32.406  < 2e-16 ***
ORIGIN_SZG01684          1.6562353  0.0992001    16.696  < 2e-16 ***
ORIGIN_SZG01685          2.1787343  0.0986499    22.086  < 2e-16 ***
ORIGIN_SZG01686          1.9312217  0.0986515    19.576  < 2e-16 ***
ORIGIN_SZG01687          1.7562636  0.0987698    17.781  < 2e-16 ***
ORIGIN_SZG01688          1.2313559  0.0988446    12.457  < 2e-16 ***
ORIGIN_SZG01689          0.7493438  0.0992205     7.552 4.28e-14 ***
ORIGIN_SZG01690          2.1807558  0.0987171    22.091  < 2e-16 ***
ORIGIN_SZG01691          2.8849264  0.0986078    29.257  < 2e-16 ***
ORIGIN_SZG01692          2.2447662  0.0988234    22.715  < 2e-16 ***
ORIGIN_SZG01706          2.1455223  0.0986983    21.738  < 2e-16 ***
ORIGIN_SZG01707          1.9750255  0.0986357    20.023  < 2e-16 ***
ORIGIN_SZG01708          2.5428135  0.0985960    25.790  < 2e-16 ***
ORIGIN_SZG01709          1.6281229  0.0987248    16.492  < 2e-16 ***
ORIGIN_SZG01710          2.8145181  0.0985994    28.545  < 2e-16 ***
ORIGIN_SZG01711          2.5427687  0.0986311    25.781  < 2e-16 ***
ORIGIN_SZG01712          3.2476576  0.0985714    32.947  < 2e-16 ***
ORIGIN_SZG01713          0.8820137  0.0992711     8.885  < 2e-16 ***
ORIGIN_SZG01714          3.3689406  0.0986177    34.162  < 2e-16 ***
ORIGIN_SZG01727          2.2165024  0.0986473    22.469  < 2e-16 ***
ORIGIN_SZG01728          2.1221386  0.0986261    21.517  < 2e-16 ***
ORIGIN_SZG01729          1.7889814  0.0986678    18.131  < 2e-16 ***
ORIGIN_SZG01730         -0.1044820  0.1005171    -1.039 0.298597    
ORIGIN_SZG01731          2.2652337  0.0986580    22.960  < 2e-16 ***
ORIGIN_SZG01732          2.9420641  0.0985819    29.844  < 2e-16 ***
ORIGIN_SZG01733          2.6888900  0.0986142    27.267  < 2e-16 ***
ORIGIN_SZG01734          2.9705754  0.0986058    30.126  < 2e-16 ***
ORIGIN_SZG01735          4.0738733  0.0986798    41.284  < 2e-16 ***
ORIGIN_SZG01748          1.1387380  0.0989410    11.509  < 2e-16 ***
ORIGIN_SZG01749          1.9610441  0.0986381    19.881  < 2e-16 ***
ORIGIN_SZG01750          1.1567078  0.0987716    11.711  < 2e-16 ***
ORIGIN_SZG01751          0.8726741  0.0990651     8.809  < 2e-16 ***
ORIGIN_SZG01753          2.9540179  0.0985895    29.963  < 2e-16 ***
ORIGIN_SZG01754          3.2681043  0.0985710    33.155  < 2e-16 ***
ORIGIN_SZG01755          2.7378283  0.0986113    27.764  < 2e-16 ***
ORIGIN_SZG01756          2.7094255  0.0986519    27.464  < 2e-16 ***
ORIGIN_SZG01757          0.6053841  0.1014950     5.965 2.45e-09 ***
ORIGIN_SZG01769          1.8875925  0.0986772    19.129  < 2e-16 ***
ORIGIN_SZG01770          2.0223435  0.0988605    20.457  < 2e-16 ***
ORIGIN_SZG01771          0.7651017  0.0990042     7.728 1.09e-14 ***
ORIGIN_SZG01772          0.3238562  0.1012251     3.199 0.001377 ** 
ORIGIN_SZG01774          2.6675723  0.0986062    27.053  < 2e-16 ***
ORIGIN_SZG01775          2.3080203  0.0986608    23.393  < 2e-16 ***
ORIGIN_SZG01776          3.4141958  0.0985741    34.636  < 2e-16 ***
ORIGIN_SZG01777          3.4152339  0.0985914    34.640  < 2e-16 ***
ORIGIN_SZG01778          2.3400723  0.0991016    23.613  < 2e-16 ***
ORIGIN_SZG01790          2.4995522  0.0986313    25.342  < 2e-16 ***
ORIGIN_SZG01791          1.8282101  0.0987128    18.520  < 2e-16 ***
ORIGIN_SZG01792          1.8817174  0.0987205    19.061  < 2e-16 ***
ORIGIN_SZG01793          0.2608371  0.0994069     2.624 0.008692 ** 
ORIGIN_SZG01794          0.4914079  0.1022218     4.807 1.53e-06 ***
ORIGIN_SZG01795         -0.6407627  0.1038125    -6.172 6.73e-10 ***
ORIGIN_SZG01796          3.0915694  0.0986027    31.354  < 2e-16 ***
ORIGIN_SZG01797          3.0773555  0.0985912    31.213  < 2e-16 ***
ORIGIN_SZG01798          3.2717605  0.0985916    33.185  < 2e-16 ***
ORIGIN_SZG01799          2.3290881  0.0987988    23.574  < 2e-16 ***
ORIGIN_SZG01800          1.0420650  0.1021109    10.205  < 2e-16 ***
ORIGIN_SZG01811          1.6097856  0.0987750    16.298  < 2e-16 ***
ORIGIN_SZG01812          2.7581055  0.0985806    27.978  < 2e-16 ***
ORIGIN_SZG01813          2.7224362  0.0985904    27.614  < 2e-16 ***
ORIGIN_SZG01817          2.8615070  0.0986512    29.006  < 2e-16 ***
ORIGIN_SZG01818          2.9768612  0.0986097    30.188  < 2e-16 ***
ORIGIN_SZG01819          3.2884978  0.0985837    33.357  < 2e-16 ***
ORIGIN_SZG01820          0.1960580  0.1038355     1.888 0.059004 .  
ORIGIN_SZG01832          2.3935379  0.0986515    24.263  < 2e-16 ***
ORIGIN_SZG01833          1.7846422  0.0986883    18.084  < 2e-16 ***
ORIGIN_SZG01834          2.3167307  0.0986182    23.492  < 2e-16 ***
ORIGIN_SZG01835          1.6682869  0.0987815    16.889  < 2e-16 ***
ORIGIN_SZG01837         -0.6784008  0.1157524    -5.861 4.61e-09 ***
ORIGIN_SZG01839          2.3755877  0.0987301    24.061  < 2e-16 ***
ORIGIN_SZG01840          4.1597130  0.0985554    42.207  < 2e-16 ***
ORIGIN_SZG01841         -0.1518781  0.1043326    -1.456 0.145473    
ORIGIN_SZG01842          3.2202230  0.0990615    32.507  < 2e-16 ***
ORIGIN_SZG01853          2.1826116  0.0986374    22.128  < 2e-16 ***
ORIGIN_SZG01854          2.5404956  0.0986215    25.760  < 2e-16 ***
ORIGIN_SZG01855          2.7716414  0.0986007    28.110  < 2e-16 ***
ORIGIN_SZG01858          0.6143928  0.1016953     6.042 1.53e-09 ***
ORIGIN_SZG01860          3.3501458  0.0988519    33.891  < 2e-16 ***
ORIGIN_SZG01861          3.2150641  0.0986163    32.602  < 2e-16 ***
ORIGIN_SZG01874          2.4239809  0.0986905    24.561  < 2e-16 ***
ORIGIN_SZG01875          0.8156949  0.0992776     8.216  < 2e-16 ***
ORIGIN_SZG01876          2.7338436  0.0989847    27.619  < 2e-16 ***
ORIGIN_SZG01877          2.4499422  0.0986280    24.840  < 2e-16 ***
ORIGIN_SZG01880         -0.7173334  0.1107526    -6.477 9.36e-11 ***
ORIGIN_SZG01882          3.0850529  0.0986336    31.278  < 2e-16 ***
ORIGIN_SZG01883          3.1100106  0.0988851    31.451  < 2e-16 ***
ORIGIN_SZG01895          2.4837962  0.0986246    25.184  < 2e-16 ***
ORIGIN_SZG01896          0.9788793  0.0989856     9.889  < 2e-16 ***
ORIGIN_SZG01897          1.7836799  0.0988934    18.036  < 2e-16 ***
ORIGIN_SZG01898         -2.8292539  0.1650832   -17.138  < 2e-16 ***
ORIGIN_SZG01901         -0.6969559  0.1147556    -6.073 1.25e-09 ***
ORIGIN_SZG01903          2.3043092  0.0988896    23.302  < 2e-16 ***
ORIGIN_SZG01917          1.2289143  0.0989182    12.424  < 2e-16 ***
ORIGIN_SZG01918          2.9108338  0.0986733    29.500  < 2e-16 ***
ORIGIN_SZG01919          2.4461867  0.0986446    24.798  < 2e-16 ***
ORIGIN_SZG01922          0.4786235  0.1024714     4.671 3.00e-06 ***
ORIGIN_SZG01924          2.3917884  0.0989323    24.176  < 2e-16 ***
ORIGIN_SZG01937          1.9111593  0.0987388    19.356  < 2e-16 ***
ORIGIN_SZG01938          2.7096262  0.0986120    27.478  < 2e-16 ***
ORIGIN_SZG01939          3.2761848  0.0985952    33.229  < 2e-16 ***
ORIGIN_SZG01942         -0.6909207  0.1091164    -6.332 2.42e-10 ***
ORIGIN_SZG01959          1.5511152  0.0988702    15.688  < 2e-16 ***
ORIGIN_SZG01960          3.4583885  0.0985578    35.090  < 2e-16 ***
ORIGIN_SZG01961          2.2109843  0.0987403    22.392  < 2e-16 ***
ORIGIN_SZG01962          3.1393496  0.0986064    31.837  < 2e-16 ***
ORIGIN_SZG01964         -1.6430809  0.1321384   -12.435  < 2e-16 ***
ORIGIN_SZG01979          1.8355212  0.0988104    18.576  < 2e-16 ***
ORIGIN_SZG01980          0.2927754  0.0994372     2.944 0.003237 ** 
ORIGIN_SZG01981          2.7646118  0.0986078    28.036  < 2e-16 ***
ORIGIN_SZG01982          1.7668349  0.0990825    17.832  < 2e-16 ***
ORIGIN_SZG01983          3.2021623  0.0986073    32.474  < 2e-16 ***
ORIGIN_SZG01984          1.9614606  0.0987834    19.856  < 2e-16 ***
ORIGIN_SZG01985          2.4615701  0.0987049    24.939  < 2e-16 ***
ORIGIN_SZG02001          2.0977833  0.0986815    21.258  < 2e-16 ***
ORIGIN_SZG02002          2.8616936  0.0985868    29.027  < 2e-16 ***
ORIGIN_SZG02003          2.4476565  0.0986404    24.814  < 2e-16 ***
ORIGIN_SZG02004          3.3354458  0.0985990    33.828  < 2e-16 ***
ORIGIN_SZG02005          3.1424506  0.0985999    31.871  < 2e-16 ***
ORIGIN_SZG02006          1.7223779  0.0989269    17.411  < 2e-16 ***
ORIGIN_SZG02007          1.0885258  0.0997571    10.912  < 2e-16 ***
ORIGIN_SZG02022          2.7418142  0.0986763    27.786  < 2e-16 ***
ORIGIN_SZG02023          3.0830691  0.0985834    31.274  < 2e-16 ***
ORIGIN_SZG02024          2.4982641  0.0986242    25.331  < 2e-16 ***
ORIGIN_SZG02025          2.7162266  0.0986191    27.543  < 2e-16 ***
ORIGIN_SZG02026          1.2812077  0.0991712    12.919  < 2e-16 ***
ORIGIN_SZG02027          3.3510347  0.0985932    33.989  < 2e-16 ***
ORIGIN_SZG02043          1.8569489  0.0987935    18.796  < 2e-16 ***
ORIGIN_SZG02044          2.7705940  0.0986030    28.098  < 2e-16 ***
ORIGIN_SZG02045         -1.3146935  0.1234239   -10.652  < 2e-16 ***
ORIGIN_SZG02046          2.7328006  0.0985901    27.719  < 2e-16 ***
ORIGIN_SZG02047          2.7401477  0.0986423    27.779  < 2e-16 ***
ORIGIN_SZG02048          2.9032717  0.0986188    29.439  < 2e-16 ***
ORIGIN_SZG02049          1.9270280  0.0994360    19.380  < 2e-16 ***
ORIGIN_SZG02064          2.7031801  0.0986292    27.408  < 2e-16 ***
ORIGIN_SZG02065          1.3369407  0.0988521    13.525  < 2e-16 ***
ORIGIN_SZG02066          1.1770840  0.1006198    11.698  < 2e-16 ***
ORIGIN_SZG02067          3.8530358  0.0985524    39.096  < 2e-16 ***
ORIGIN_SZG02068          2.8046819  0.0987395    28.405  < 2e-16 ***
ORIGIN_SZG02069          2.7373696  0.0986607    27.745  < 2e-16 ***
ORIGIN_SZG02085          1.4693296  0.0989399    14.851  < 2e-16 ***
ORIGIN_SZG02086          2.9791866  0.0985950    30.216  < 2e-16 ***
ORIGIN_SZG02087          1.7772203  0.0987647    17.994  < 2e-16 ***
ORIGIN_SZG02088          2.4184316  0.0986168    24.524  < 2e-16 ***
ORIGIN_SZG02089          2.1786481  0.0987200    22.069  < 2e-16 ***
ORIGIN_SZG02090          3.4607407  0.0985737    35.108  < 2e-16 ***
ORIGIN_SZG02091         -0.6835419  0.1196541    -5.713 1.11e-08 ***
ORIGIN_SZG02105         -0.6512647  0.1411132    -4.615 3.93e-06 ***
ORIGIN_SZG02106          0.0060840  0.1002623     0.061 0.951613    
ORIGIN_SZG02107          1.1348333  0.0989291    11.471  < 2e-16 ***
ORIGIN_SZG02108          2.4400761  0.0986568    24.733  < 2e-16 ***
ORIGIN_SZG02109          2.6839826  0.0986141    27.217  < 2e-16 ***
ORIGIN_SZG02110          2.1663392  0.0987663    21.934  < 2e-16 ***
ORIGIN_SZG02111         -0.0513780  0.1060312    -0.485 0.627992    
ORIGIN_SZG02128          1.0731205  0.0993467    10.802  < 2e-16 ***
ORIGIN_SZG02129          0.5275685  0.0995538     5.299 1.16e-07 ***
ORIGIN_SZG02130          2.8993957  0.0985895    29.409  < 2e-16 ***
ORIGIN_SZG02131          3.3182361  0.0986107    33.650  < 2e-16 ***
ORIGIN_SZG02132          2.4213364  0.0986858    24.536  < 2e-16 ***
ORIGIN_SZG02148          1.7869479  0.0991098    18.030  < 2e-16 ***
ORIGIN_SZG02149          0.4344101  0.0996990     4.357 1.32e-05 ***
ORIGIN_SZG02150          2.9126278  0.0986143    29.536  < 2e-16 ***
ORIGIN_SZG02151          3.2783793  0.0985737    33.258  < 2e-16 ***
ORIGIN_SZG02152          3.5189307  0.0985836    35.695  < 2e-16 ***
ORIGIN_SZG02153          2.9359366  0.0986627    29.757  < 2e-16 ***
ORIGIN_SZG02171          1.8427294  0.0987535    18.660  < 2e-16 ***
ORIGIN_SZG02172          2.2159198  0.0988061    22.427  < 2e-16 ***
ORIGIN_SZG02173          2.4616155  0.0986438    24.955  < 2e-16 ***
ORIGIN_SZG02174          2.8576752  0.0986440    28.970  < 2e-16 ***
ORIGIN_SZG02191          1.6695616  0.0990088    16.863  < 2e-16 ***
ORIGIN_SZG02192          1.2789126  0.0990846    12.907  < 2e-16 ***
ORIGIN_SZG02193          2.4115893  0.0986868    24.437  < 2e-16 ***
ORIGIN_SZG02194          2.6941643  0.0986377    27.314  < 2e-16 ***
ORIGIN_SZG02195          2.0501425  0.1004921    20.401  < 2e-16 ***
ORIGIN_SZG02212         -0.7365207  0.1267995    -5.809 6.30e-09 ***
ORIGIN_SZG02213         -0.8622368  0.1056012    -8.165 3.21e-16 ***
ORIGIN_SZG02214          0.6193999  0.1014164     6.107 1.01e-09 ***
ORIGIN_SZG02215          2.4057317  0.0987229    24.369  < 2e-16 ***
ORIGIN_SZG02216          1.4433376  0.0990717    14.569  < 2e-16 ***
ORIGIN_SZG02233         -0.5175908  0.1058464    -4.890 1.01e-06 ***
ORIGIN_SZG02234          1.5171228  0.1003830    15.113  < 2e-16 ***
ORIGIN_SZG02235          1.3365251  0.0993346    13.455  < 2e-16 ***
ORIGIN_SZG02236          1.2240579  0.0993011    12.327  < 2e-16 ***
ORIGIN_SZG02237         -0.9052932  0.1120605    -8.079 6.55e-16 ***
ORIGIN_SZG02256         -0.5710006  0.1105491    -5.165 2.40e-07 ***
ORIGIN_SZG02257          0.9104650  0.1001961     9.087  < 2e-16 ***
ORIGIN_SZG02258          0.2698054  0.1000460     2.697 0.007001 ** 
ORIGIN_SZG02259          0.1406211  0.1045659     1.345 0.178687    
ORIGIN_SZG02277          0.5541715  0.1060189     5.227 1.72e-07 ***
ORIGIN_SZG02278          1.4937252  0.0996205    14.994  < 2e-16 ***
ORIGIN_SZG02279          0.4141965  0.1003152     4.129 3.64e-05 ***
ORIGIN_SZG02280         -1.2967259  0.1407466    -9.213  < 2e-16 ***
ORIGIN_SZG02297          2.6936409  0.0988969    27.237  < 2e-16 ***
ORIGIN_SZG02300         -1.0637337  0.1150743    -9.244  < 2e-16 ***
ORIGIN_SZG02301          0.6425035  0.1001687     6.414 1.42e-10 ***
ORIGIN_SZG02318          0.9700321  0.1001614     9.685  < 2e-16 ***
ORIGIN_SZG02319          1.9660711  0.0990119    19.857  < 2e-16 ***
ORIGIN_SZG02322          1.6595221  0.0992308    16.724  < 2e-16 ***
ORIGIN_SZG02337          2.6093240  0.0996678    26.180  < 2e-16 ***
ORIGIN_SZG02341          2.2708282  0.0989132    22.958  < 2e-16 ***
ORIGIN_SZG02343          1.2910459  0.0994883    12.977  < 2e-16 ***
ORIGIN_SZG02361          1.9345366  0.0990612    19.529  < 2e-16 ***
ORIGIN_SZG02364         -1.2269004  0.1177200   -10.422  < 2e-16 ***
ORIGIN_SZG02379          2.0455490  0.0999794    20.460  < 2e-16 ***
ORIGIN_SZG02384          1.8200275  0.0995506    18.282  < 2e-16 ***
ORIGIN_SZG02405          1.5578598  0.0995296    15.652  < 2e-16 ***
ORIGIN_SZG02406          0.1127001  0.1039303     1.084 0.278196    
ORIGIN_SZG02426          1.8516375  0.1019508    18.162  < 2e-16 ***
ORIGIN_SZG02427          2.5177885  0.0990601    25.417  < 2e-16 ***
ORIGIN_SZG02505          1.7026231  0.1049810    16.218  < 2e-16 ***
log(DEST_BIZ_COUNT)      0.0978385  0.0001802   542.881  < 2e-16 ***
log(DEST_FnB_COUNT)     -0.1492237  0.0002565  -581.698  < 2e-16 ***
log(DEST_FINSERV_COUNT)  0.4976232  0.0002042  2437.326  < 2e-16 ***
log(dist)               -1.4885748  0.0002601 -5723.301  < 2e-16 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

(Dispersion parameter for poisson family taken to be 1)

    Null deviance: 98771330  on 65139  degrees of freedom
Residual deviance: 37397685  on 64320  degrees of freedom
AIC: 37757526

Number of Fisher Scoring iterations: 7

We can examine how the constraints hold for destinations this time.

CalcRSquared(orcSIM$data$MORNING_PEAK, orcSIM$fitted.values)
[1] 0.3130585

Analysis

Not all the attractiveness values used in this study has impact the number of trips people take in the morning peak hour. This model suggests that increases in the business count and financial services count are associated with an increase in the number of trips. Increase in F&B Outlet doesn’t have much impact on trips generation to destination. The negative coefficient for distance indicates that as the distance increases, the number of trips decreases, is expected.

Destination constrained

In this section, we will fit a destination constrained SIM by using the code chunk below.

decSIM <- glm(formula = MORNING_PEAK ~ 
                DESTIN_SZ + 
                log(ORIG_BUSSTOP_COUNT) +
                log(ORIG_TEXIT_COUNT) +
                log(ORIG_HDB_COUNT) +
                log(dist),
              family = poisson(link = "log"),
              data = SIM_data,
              na.action = na.exclude)
summary(decSIM)

Call:
glm(formula = MORNING_PEAK ~ DESTIN_SZ + log(ORIG_BUSSTOP_COUNT) + 
    log(ORIG_TEXIT_COUNT) + log(ORIG_HDB_COUNT) + log(dist), 
    family = poisson(link = "log"), data = SIM_data, na.action = na.exclude)

Coefficients:
                          Estimate Std. Error   z value Pr(>|z|)    
(Intercept)              1.551e+01  4.597e-02   337.332  < 2e-16 ***
DESTIN_SZG00044          2.215e+00  5.052e-02    43.850  < 2e-16 ***
DESTIN_SZG00046          1.320e+00  5.001e-02    26.390  < 2e-16 ***
DESTIN_SZG00066          4.598e-01  6.322e-02     7.273 3.51e-13 ***
DESTIN_SZG00067          1.177e+00  4.771e-02    24.671  < 2e-16 ***
DESTIN_SZG00068          1.211e+00  4.970e-02    24.375  < 2e-16 ***
DESTIN_SZG00086         -1.976e-03  5.740e-02    -0.034 0.972533    
DESTIN_SZG00087         -1.452e+00  9.841e-02   -14.756  < 2e-16 ***
DESTIN_SZG00088          3.149e-01  4.885e-02     6.446 1.15e-10 ***
DESTIN_SZG00089          7.826e-01  5.063e-02    15.457  < 2e-16 ***
DESTIN_SZG00090         -2.834e+00  5.021e-01    -5.645 1.66e-08 ***
DESTIN_SZG00109          5.016e-01  5.244e-02     9.564  < 2e-16 ***
DESTIN_SZG00110         -1.945e+00  1.105e-01   -17.601  < 2e-16 ***
DESTIN_SZG00111          1.337e+00  4.726e-02    28.285  < 2e-16 ***
DESTIN_SZG00112         -9.178e-01  5.485e-02   -16.734  < 2e-16 ***
DESTIN_SZG00128          8.833e-01  5.091e-02    17.349  < 2e-16 ***
DESTIN_SZG00129         -2.226e+00  1.215e-01   -18.313  < 2e-16 ***
DESTIN_SZG00130          3.197e-01  5.082e-02     6.290 3.17e-10 ***
DESTIN_SZG00131         -2.469e-01  5.197e-02    -4.752 2.02e-06 ***
DESTIN_SZG00132          9.103e-01  4.822e-02    18.879  < 2e-16 ***
DESTIN_SZG00133          4.684e-01  4.753e-02     9.855  < 2e-16 ***
DESTIN_SZG00134          7.310e-01  4.736e-02    15.436  < 2e-16 ***
DESTIN_SZG00150          6.856e-01  5.228e-02    13.114  < 2e-16 ***
DESTIN_SZG00151          3.563e-01  5.055e-02     7.049 1.80e-12 ***
DESTIN_SZG00152          1.665e+00  4.782e-02    34.823  < 2e-16 ***
DESTIN_SZG00153          1.023e+00  4.760e-02    21.484  < 2e-16 ***
DESTIN_SZG00154         -8.599e-01  5.304e-02   -16.214  < 2e-16 ***
DESTIN_SZG00155         -8.322e-02  4.900e-02    -1.699 0.089409 .  
DESTIN_SZG00156          6.732e-01  4.947e-02    13.608  < 2e-16 ***
DESTIN_SZG00172         -1.006e+00  6.377e-02   -15.779  < 2e-16 ***
DESTIN_SZG00174          6.730e-01  4.810e-02    13.992  < 2e-16 ***
DESTIN_SZG00175          6.175e-01  4.706e-02    13.123  < 2e-16 ***
DESTIN_SZG00176         -8.213e-01  5.316e-02   -15.449  < 2e-16 ***
DESTIN_SZG00195         -5.173e-01  5.471e-02    -9.455  < 2e-16 ***
DESTIN_SZG00196          7.339e-01  4.700e-02    15.616  < 2e-16 ***
DESTIN_SZG00197         -1.922e+00  9.784e-02   -19.641  < 2e-16 ***
DESTIN_SZG00215          5.199e-01  5.349e-02     9.720  < 2e-16 ***
DESTIN_SZG00216         -3.947e-02  4.854e-02    -0.813 0.416104    
DESTIN_SZG00217          1.218e+00  4.676e-02    26.047  < 2e-16 ***
DESTIN_SZG00237         -2.206e-01  5.402e-02    -4.083 4.45e-05 ***
DESTIN_SZG00238          1.308e-01  4.820e-02     2.713 0.006661 ** 
DESTIN_SZG00239          1.989e-01  5.461e-02     3.642 0.000270 ***
DESTIN_SZG00257          7.766e-01  4.823e-02    16.102  < 2e-16 ***
DESTIN_SZG00258         -4.100e-01  4.980e-02    -8.234  < 2e-16 ***
DESTIN_SZG00259          9.948e-01  4.745e-02    20.966  < 2e-16 ***
DESTIN_SZG00278          8.176e-01  4.838e-02    16.902  < 2e-16 ***
DESTIN_SZG00279          3.646e-01  4.759e-02     7.660 1.86e-14 ***
DESTIN_SZG00280          9.503e-01  4.745e-02    20.026  < 2e-16 ***
DESTIN_SZG00298         -2.307e+00  1.402e-01   -16.457  < 2e-16 ***
DESTIN_SZG00299          6.175e-01  4.866e-02    12.689  < 2e-16 ***
DESTIN_SZG00300         -8.917e-02  4.887e-02    -1.825 0.068066 .  
DESTIN_SZG00320          8.379e-01  4.774e-02    17.549  < 2e-16 ***
DESTIN_SZG00321         -3.577e-02  5.125e-02    -0.698 0.485272    
DESTIN_SZG00322          1.743e+00  4.733e-02    36.828  < 2e-16 ***
DESTIN_SZG00340          2.094e+00  4.717e-02    44.398  < 2e-16 ***
DESTIN_SZG00341          8.530e-01  4.738e-02    18.002  < 2e-16 ***
DESTIN_SZG00342          1.447e+00  4.699e-02    30.787  < 2e-16 ***
DESTIN_SZG00363          7.929e-01  4.779e-02    16.593  < 2e-16 ***
DESTIN_SZG00364          2.286e+00  4.651e-02    49.158  < 2e-16 ***
DESTIN_SZG00383          1.116e+00  4.673e-02    23.876  < 2e-16 ***
DESTIN_SZG00384          1.547e+00  4.662e-02    33.179  < 2e-16 ***
DESTIN_SZG00385          1.208e+00  4.824e-02    25.048  < 2e-16 ***
DESTIN_SZG00404          1.603e+00  4.822e-02    33.248  < 2e-16 ***
DESTIN_SZG00405          1.419e+00  4.701e-02    30.178  < 2e-16 ***
DESTIN_SZG00406          1.301e+00  4.618e-02    28.165  < 2e-16 ***
DESTIN_SZG00407          1.502e+00  4.667e-02    32.184  < 2e-16 ***
DESTIN_SZG00408          2.550e+00  4.613e-02    55.272  < 2e-16 ***
DESTIN_SZG00425          1.668e-02  5.164e-02     0.323 0.746658    
DESTIN_SZG00426          8.904e-01  4.703e-02    18.932  < 2e-16 ***
DESTIN_SZG00427         -1.642e+00  5.140e-02   -31.935  < 2e-16 ***
DESTIN_SZG00428          4.852e-01  4.706e-02    10.310  < 2e-16 ***
DESTIN_SZG00429          1.408e-01  5.120e-02     2.750 0.005967 ** 
DESTIN_SZG00446          5.624e-01  5.092e-02    11.044  < 2e-16 ***
DESTIN_SZG00447         -3.485e-02  4.901e-02    -0.711 0.476969    
DESTIN_SZG00448          4.120e-01  4.732e-02     8.707  < 2e-16 ***
DESTIN_SZG00449          4.620e-01  4.654e-02     9.927  < 2e-16 ***
DESTIN_SZG00450         -2.209e-03  4.741e-02    -0.047 0.962843    
DESTIN_SZG00468          8.495e-01  4.700e-02    18.074  < 2e-16 ***
DESTIN_SZG00469          8.743e-02  4.669e-02     1.873 0.061119 .  
DESTIN_SZG00470          4.663e-01  4.641e-02    10.048  < 2e-16 ***
DESTIN_SZG00471          3.165e-01  4.842e-02     6.537 6.28e-11 ***
DESTIN_SZG00488          1.930e-01  5.101e-02     3.784 0.000154 ***
DESTIN_SZG00489         -1.528e+00  6.586e-02   -23.199  < 2e-16 ***
DESTIN_SZG00490          6.931e-01  4.667e-02    14.851  < 2e-16 ***
DESTIN_SZG00491         -1.308e+00  4.824e-02   -27.119  < 2e-16 ***
DESTIN_SZG00493         -1.944e+00  6.740e-02   -28.843  < 2e-16 ***
DESTIN_SZG00494         -2.968e-01  5.081e-02    -5.842 5.17e-09 ***
DESTIN_SZG00509          1.361e-01  4.816e-02     2.825 0.004723 ** 
DESTIN_SZG00510          7.675e-01  4.693e-02    16.355  < 2e-16 ***
DESTIN_SZG00511          2.992e-01  4.637e-02     6.451 1.11e-10 ***
DESTIN_SZG00512          2.855e-01  4.631e-02     6.165 7.06e-10 ***
DESTIN_SZG00513          1.421e+00  4.647e-02    30.578  < 2e-16 ***
DESTIN_SZG00514          6.906e-01  4.737e-02    14.578  < 2e-16 ***
DESTIN_SZG00515         -3.409e-01  5.431e-02    -6.277 3.45e-10 ***
DESTIN_SZG00530         -5.472e-01  5.461e-02   -10.021  < 2e-16 ***
DESTIN_SZG00531          1.890e+00  4.628e-02    40.852  < 2e-16 ***
DESTIN_SZG00532          3.558e-01  4.674e-02     7.611 2.72e-14 ***
DESTIN_SZG00533          1.853e+00  4.601e-02    40.260  < 2e-16 ***
DESTIN_SZG00534          3.934e-01  4.634e-02     8.489  < 2e-16 ***
DESTIN_SZG00536         -2.728e-01  4.916e-02    -5.549 2.88e-08 ***
DESTIN_SZG00537         -6.679e-01  5.683e-02   -11.753  < 2e-16 ***
DESTIN_SZG00538         -1.352e+00  6.249e-02   -21.631  < 2e-16 ***
DESTIN_SZG00539         -4.442e+00  5.792e-01    -7.669 1.73e-14 ***
DESTIN_SZG00551          1.662e-01  4.920e-02     3.377 0.000732 ***
DESTIN_SZG00552          1.959e+00  4.707e-02    41.612  < 2e-16 ***
DESTIN_SZG00553         -1.269e-01  4.669e-02    -2.719 0.006556 ** 
DESTIN_SZG00554         -6.449e-02  4.641e-02    -1.390 0.164679    
DESTIN_SZG00555          9.274e-01  4.651e-02    19.941  < 2e-16 ***
DESTIN_SZG00559         -1.548e+00  7.113e-02   -21.768  < 2e-16 ***
DESTIN_SZG00560          6.609e-01  4.866e-02    13.581  < 2e-16 ***
DESTIN_SZG00561         -1.170e+00  8.146e-02   -14.361  < 2e-16 ***
DESTIN_SZG00572         -1.057e-02  5.618e-02    -0.188 0.850706    
DESTIN_SZG00573          1.182e+00  4.698e-02    25.161  < 2e-16 ***
DESTIN_SZG00574          3.276e-01  4.869e-02     6.729 1.71e-11 ***
DESTIN_SZG00575          2.521e+00  4.597e-02    54.838  < 2e-16 ***
DESTIN_SZG00576          2.577e-01  4.634e-02     5.561 2.68e-08 ***
DESTIN_SZG00578         -3.046e+00  1.161e-01   -26.242  < 2e-16 ***
DESTIN_SZG00582         -1.880e+00  8.024e-02   -23.430  < 2e-16 ***
DESTIN_SZG00583         -3.334e+00  2.230e-01   -14.951  < 2e-16 ***
DESTIN_SZG00584         -3.502e-01  5.763e-02    -6.077 1.22e-09 ***
DESTIN_SZG00593         -5.621e-01  5.166e-02   -10.881  < 2e-16 ***
DESTIN_SZG00594          4.641e-01  4.777e-02     9.714  < 2e-16 ***
DESTIN_SZG00595          9.451e-01  4.627e-02    20.424  < 2e-16 ***
DESTIN_SZG00596          3.931e-01  4.620e-02     8.509  < 2e-16 ***
DESTIN_SZG00597         -1.003e-01  4.841e-02    -2.072 0.038266 *  
DESTIN_SZG00603         -1.671e+00  6.866e-02   -24.334  < 2e-16 ***
DESTIN_SZG00604         -2.687e-01  6.390e-02    -4.205 2.61e-05 ***
DESTIN_SZG00615         -3.510e-01  4.815e-02    -7.289 3.13e-13 ***
DESTIN_SZG00616          6.716e-01  4.667e-02    14.392  < 2e-16 ***
DESTIN_SZG00617         -4.663e-01  4.681e-02    -9.963  < 2e-16 ***
DESTIN_SZG00618          1.814e-01  4.632e-02     3.917 8.98e-05 ***
DESTIN_SZG00620          6.327e-01  4.718e-02    13.410  < 2e-16 ***
DESTIN_SZG00637          1.580e-01  4.714e-02     3.352 0.000801 ***
DESTIN_SZG00638          2.587e-01  4.626e-02     5.592 2.24e-08 ***
DESTIN_SZG00657          1.154e+00  4.642e-02    24.858  < 2e-16 ***
DESTIN_SZG00658          5.830e-01  4.629e-02    12.596  < 2e-16 ***
DESTIN_SZG00659          4.898e-01  4.626e-02    10.590  < 2e-16 ***
DESTIN_SZG00660          1.041e+00  4.609e-02    22.590  < 2e-16 ***
DESTIN_SZG00662          5.277e-01  4.722e-02    11.174  < 2e-16 ***
DESTIN_SZG00677          1.188e+00  4.681e-02    25.376  < 2e-16 ***
DESTIN_SZG00678         -6.055e-01  4.792e-02   -12.635  < 2e-16 ***
DESTIN_SZG00679          8.266e-01  4.617e-02    17.902  < 2e-16 ***
DESTIN_SZG00680          2.359e+00  4.598e-02    51.301  < 2e-16 ***
DESTIN_SZG00681         -1.095e+00  4.926e-02   -22.224  < 2e-16 ***
DESTIN_SZG00699          6.347e-01  4.672e-02    13.585  < 2e-16 ***
DESTIN_SZG00700          3.878e-01  4.639e-02     8.358  < 2e-16 ***
DESTIN_SZG00701         -1.727e+00  4.970e-02   -34.740  < 2e-16 ***
DESTIN_SZG00702          6.596e-01  4.615e-02    14.290  < 2e-16 ***
DESTIN_SZG00704          6.372e-01  4.701e-02    13.555  < 2e-16 ***
DESTIN_SZG00722         -1.838e-01  4.690e-02    -3.919 8.88e-05 ***
DESTIN_SZG00725         -1.623e+00  5.315e-02   -30.538  < 2e-16 ***
DESTIN_SZG00741          1.203e+00  4.643e-02    25.904  < 2e-16 ***
DESTIN_SZG00743         -2.111e+00  5.044e-02   -41.851  < 2e-16 ***
DESTIN_SZG00744          6.919e-01  4.617e-02    14.986  < 2e-16 ***
DESTIN_SZG00761          1.350e+00  4.661e-02    28.956  < 2e-16 ***
DESTIN_SZG00762         -3.655e-01  4.760e-02    -7.680 1.59e-14 ***
DESTIN_SZG00763         -1.969e+00  5.021e-02   -39.212  < 2e-16 ***
DESTIN_SZG00764          1.233e+00  4.605e-02    26.780  < 2e-16 ***
DESTIN_SZG00765          1.388e-02  4.681e-02     0.297 0.766816    
DESTIN_SZG00767          4.666e-01  4.640e-02    10.057  < 2e-16 ***
DESTIN_SZG00772         -7.308e-01  5.744e-02   -12.724  < 2e-16 ***
DESTIN_SZG00784         -1.547e+00  5.000e-02   -30.945  < 2e-16 ***
DESTIN_SZG00785          2.183e-01  4.624e-02     4.721 2.35e-06 ***
DESTIN_SZG00786          4.345e-01  4.618e-02     9.410  < 2e-16 ***
DESTIN_SZG00787          6.592e-02  4.687e-02     1.407 0.159534    
DESTIN_SZG00788         -1.079e+00  4.796e-02   -22.504  < 2e-16 ***
DESTIN_SZG00789         -1.240e+00  4.886e-02   -25.383  < 2e-16 ***
DESTIN_SZG00803          7.044e-02  4.789e-02     1.471 0.141341    
DESTIN_SZG00804          6.130e-01  4.638e-02    13.217  < 2e-16 ***
DESTIN_SZG00805          1.814e+00  4.600e-02    39.425  < 2e-16 ***
DESTIN_SZG00806          7.922e-02  4.628e-02     1.712 0.086928 .  
DESTIN_SZG00807          2.565e-01  4.642e-02     5.526 3.28e-08 ***
DESTIN_SZG00808         -1.327e+00  4.994e-02   -26.564  < 2e-16 ***
DESTIN_SZG00809          3.639e-01  4.622e-02     7.873 3.45e-15 ***
DESTIN_SZG00810         -1.327e-01  4.669e-02    -2.842 0.004480 ** 
DESTIN_SZG00814          2.549e-02  4.978e-02     0.512 0.608552    
DESTIN_SZG00819          5.132e+00  4.777e-02   107.426  < 2e-16 ***
DESTIN_SZG00824          2.807e-01  4.779e-02     5.873 4.27e-09 ***
DESTIN_SZG00826          2.707e-01  4.630e-02     5.847 5.00e-09 ***
DESTIN_SZG00827          1.488e-01  4.633e-02     3.213 0.001315 ** 
DESTIN_SZG00828          4.356e-01  4.616e-02     9.436  < 2e-16 ***
DESTIN_SZG00829         -1.834e-01  4.662e-02    -3.932 8.41e-05 ***
DESTIN_SZG00830         -1.055e+00  4.762e-02   -22.161  < 2e-16 ***
DESTIN_SZG00831          2.104e+00  4.598e-02    45.767  < 2e-16 ***
DESTIN_SZG00832          2.099e+00  4.603e-02    45.600  < 2e-16 ***
DESTIN_SZG00835         -3.082e-01  4.977e-02    -6.193 5.91e-10 ***
DESTIN_SZG00844         -8.671e-02  4.923e-02    -1.761 0.078181 .  
DESTIN_SZG00846          2.625e-01  4.642e-02     5.656 1.55e-08 ***
DESTIN_SZG00847          1.109e+00  4.612e-02    24.034  < 2e-16 ***
DESTIN_SZG00848         -1.128e-03  4.633e-02    -0.024 0.980583    
DESTIN_SZG00849         -5.636e-01  4.663e-02   -12.087  < 2e-16 ***
DESTIN_SZG00850          2.706e-01  4.626e-02     5.849 4.94e-09 ***
DESTIN_SZG00851         -4.919e-02  4.631e-02    -1.062 0.288145    
DESTIN_SZG00852         -2.924e-01  4.665e-02    -6.269 3.64e-10 ***
DESTIN_SZG00853          5.763e-01  4.659e-02    12.370  < 2e-16 ***
DESTIN_SZG00854          3.846e-01  4.800e-02     8.011 1.13e-15 ***
DESTIN_SZG00855         -4.197e-01  4.986e-02    -8.417  < 2e-16 ***
DESTIN_SZG00856         -1.278e+00  5.553e-02   -23.019  < 2e-16 ***
DESTIN_SZG00866          6.886e-01  4.696e-02    14.663  < 2e-16 ***
DESTIN_SZG00867          1.560e+00  4.613e-02    33.822  < 2e-16 ***
DESTIN_SZG00868          1.191e+00  4.621e-02    25.770  < 2e-16 ***
DESTIN_SZG00869          2.000e+00  4.617e-02    43.313  < 2e-16 ***
DESTIN_SZG00870          1.655e+00  4.600e-02    35.971  < 2e-16 ***
DESTIN_SZG00871          1.852e+00  4.606e-02    40.212  < 2e-16 ***
DESTIN_SZG00872          3.824e-01  4.624e-02     8.269  < 2e-16 ***
DESTIN_SZG00873         -3.599e-02  4.657e-02    -0.773 0.439702    
DESTIN_SZG00874         -1.245e+00  4.776e-02   -26.073  < 2e-16 ***
DESTIN_SZG00875         -1.046e+00  5.386e-02   -19.429  < 2e-16 ***
DESTIN_SZG00876         -4.317e-01  4.970e-02    -8.685  < 2e-16 ***
DESTIN_SZG00877          4.431e-01  4.800e-02     9.230  < 2e-16 ***
DESTIN_SZG00887          3.292e-01  4.663e-02     7.060 1.66e-12 ***
DESTIN_SZG00888         -9.861e-01  4.785e-02   -20.609  < 2e-16 ***
DESTIN_SZG00889         -1.696e-01  4.763e-02    -3.561 0.000370 ***
DESTIN_SZG00890          7.364e-01  4.616e-02    15.953  < 2e-16 ***
DESTIN_SZG00891         -6.553e-01  4.805e-02   -13.637  < 2e-16 ***
DESTIN_SZG00893          6.924e-01  4.612e-02    15.012  < 2e-16 ***
DESTIN_SZG00894         -9.625e-01  4.735e-02   -20.325  < 2e-16 ***
DESTIN_SZG00895          1.550e-01  4.684e-02     3.309 0.000937 ***
DESTIN_SZG00896         -1.559e+00  5.482e-02   -28.442  < 2e-16 ***
DESTIN_SZG00897         -1.633e+00  5.334e-02   -30.620  < 2e-16 ***
DESTIN_SZG00898          2.468e-01  4.801e-02     5.141 2.73e-07 ***
DESTIN_SZG00908          9.093e-01  4.706e-02    19.322  < 2e-16 ***
DESTIN_SZG00909          1.714e-01  4.635e-02     3.698 0.000217 ***
DESTIN_SZG00910         -7.365e-01  4.740e-02   -15.538  < 2e-16 ***
DESTIN_SZG00911          1.586e+00  4.607e-02    34.429  < 2e-16 ***
DESTIN_SZG00912         -1.029e-01  4.645e-02    -2.216 0.026717 *  
DESTIN_SZG00915          1.410e-01  4.629e-02     3.045 0.002324 ** 
DESTIN_SZG00917          1.355e+00  4.624e-02    29.294  < 2e-16 ***
DESTIN_SZG00918         -2.110e+00  6.081e-02   -34.703  < 2e-16 ***
DESTIN_SZG00919         -4.130e-01  4.815e-02    -8.578  < 2e-16 ***
DESTIN_SZG00928         -7.819e-01  4.894e-02   -15.976  < 2e-16 ***
DESTIN_SZG00929          8.383e-02  4.642e-02     1.806 0.070903 .  
DESTIN_SZG00930          1.215e+00  4.606e-02    26.389  < 2e-16 ***
DESTIN_SZG00931         -9.417e-02  4.701e-02    -2.003 0.045178 *  
DESTIN_SZG00932         -1.732e+00  5.195e-02   -33.343  < 2e-16 ***
DESTIN_SZG00933          2.862e-01  4.651e-02     6.153 7.59e-10 ***
DESTIN_SZG00934         -7.059e-02  4.662e-02    -1.514 0.129950    
DESTIN_SZG00935          2.104e+00  4.598e-02    45.758  < 2e-16 ***
DESTIN_SZG00938         -3.508e+00  1.800e-01   -19.487  < 2e-16 ***
DESTIN_SZG00939          2.359e+00  4.604e-02    51.244  < 2e-16 ***
DESTIN_SZG00940         -4.589e-01  4.949e-02    -9.273  < 2e-16 ***
DESTIN_SZG00949         -7.237e-01  4.811e-02   -15.042  < 2e-16 ***
DESTIN_SZG00950          1.272e+00  4.617e-02    27.551  < 2e-16 ***
DESTIN_SZG00951          2.061e+00  4.599e-02    44.823  < 2e-16 ***
DESTIN_SZG00952          9.400e-01  4.654e-02    20.196  < 2e-16 ***
DESTIN_SZG00953          3.295e-01  4.669e-02     7.056 1.71e-12 ***
DESTIN_SZG00954         -1.544e+00  4.898e-02   -31.523  < 2e-16 ***
DESTIN_SZG00955          1.257e+00  4.611e-02    27.258  < 2e-16 ***
DESTIN_SZG00956         -5.538e-01  4.680e-02   -11.833  < 2e-16 ***
DESTIN_SZG00957         -7.190e-02  4.668e-02    -1.540 0.123483    
DESTIN_SZG00959         -1.257e-01  5.087e-02    -2.472 0.013445 *  
DESTIN_SZG00961          4.648e-03  4.742e-02     0.098 0.921916    
DESTIN_SZG00962          2.091e+00  4.615e-02    45.307  < 2e-16 ***
DESTIN_SZG00970          6.214e-01  4.631e-02    13.417  < 2e-16 ***
DESTIN_SZG00971          7.302e-01  4.613e-02    15.830  < 2e-16 ***
DESTIN_SZG00972          7.116e-02  4.643e-02     1.533 0.125327    
DESTIN_SZG00974         -3.365e-01  4.707e-02    -7.149 8.71e-13 ***
DESTIN_SZG00975         -1.299e+00  4.862e-02   -26.709  < 2e-16 ***
DESTIN_SZG00976         -6.885e-01  4.724e-02   -14.577  < 2e-16 ***
DESTIN_SZG00977          1.258e-02  4.635e-02     0.271 0.786141    
DESTIN_SZG00978         -3.528e-01  4.715e-02    -7.483 7.29e-14 ***
DESTIN_SZG00982         -5.421e-01  4.714e-02   -11.500  < 2e-16 ***
DESTIN_SZG00983          6.345e+00  4.604e-02   137.800  < 2e-16 ***
DESTIN_SZG00984          4.707e+00  4.608e-02   102.158  < 2e-16 ***
DESTIN_SZG00991          6.135e-01  4.639e-02    13.224  < 2e-16 ***
DESTIN_SZG00992          7.957e-01  4.622e-02    17.216  < 2e-16 ***
DESTIN_SZG00993         -6.518e-01  4.688e-02   -13.904  < 2e-16 ***
DESTIN_SZG00994         -7.159e-01  4.724e-02   -15.153  < 2e-16 ***
DESTIN_SZG00995          9.236e-02  4.657e-02     1.983 0.047342 *  
DESTIN_SZG00996         -3.699e-01  4.715e-02    -7.846 4.31e-15 ***
DESTIN_SZG00997          2.371e-01  4.772e-02     4.969 6.73e-07 ***
DESTIN_SZG00998          5.990e-01  4.627e-02    12.946  < 2e-16 ***
DESTIN_SZG00999         -3.309e-01  4.692e-02    -7.052 1.76e-12 ***
DESTIN_SZG01001          9.256e-02  4.843e-02     1.911 0.055981 .  
DESTIN_SZG01003          1.941e+00  4.602e-02    42.183  < 2e-16 ***
DESTIN_SZG01004          1.214e+00  4.614e-02    26.300  < 2e-16 ***
DESTIN_SZG01011          2.304e-01  4.741e-02     4.860 1.17e-06 ***
DESTIN_SZG01012          1.618e+00  4.628e-02    34.956  < 2e-16 ***
DESTIN_SZG01013          2.360e-01  4.651e-02     5.073 3.91e-07 ***
DESTIN_SZG01014         -1.426e+00  4.853e-02   -29.394  < 2e-16 ***
DESTIN_SZG01015          1.424e+00  4.610e-02    30.892  < 2e-16 ***
DESTIN_SZG01016          1.654e+00  4.607e-02    35.904  < 2e-16 ***
DESTIN_SZG01018         -2.186e-01  4.745e-02    -4.606 4.10e-06 ***
DESTIN_SZG01019          6.069e-01  4.627e-02    13.117  < 2e-16 ***
DESTIN_SZG01023         -6.574e-01  4.770e-02   -13.782  < 2e-16 ***
DESTIN_SZG01024          4.575e-01  4.635e-02     9.871  < 2e-16 ***
DESTIN_SZG01025         -3.447e+00  7.923e-02   -43.513  < 2e-16 ***
DESTIN_SZG01033          6.979e-01  4.639e-02    15.044  < 2e-16 ***
DESTIN_SZG01034          1.149e+00  4.613e-02    24.900  < 2e-16 ***
DESTIN_SZG01035          9.734e-01  4.615e-02    21.092  < 2e-16 ***
DESTIN_SZG01036          1.585e+00  4.607e-02    34.406  < 2e-16 ***
DESTIN_SZG01037          4.038e-01  4.630e-02     8.722  < 2e-16 ***
DESTIN_SZG01043          7.844e-01  4.715e-02    16.636  < 2e-16 ***
DESTIN_SZG01045          4.032e-01  4.627e-02     8.714  < 2e-16 ***
DESTIN_SZG01046          7.614e-01  4.625e-02    16.460  < 2e-16 ***
DESTIN_SZG01053          1.329e+00  4.615e-02    28.786  < 2e-16 ***
DESTIN_SZG01054          9.887e-01  4.617e-02    21.414  < 2e-16 ***
DESTIN_SZG01055         -3.657e-02  4.659e-02    -0.785 0.432517    
DESTIN_SZG01056         -5.953e-01  4.718e-02   -12.618  < 2e-16 ***
DESTIN_SZG01064         -2.391e+00  9.842e-02   -24.299  < 2e-16 ***
DESTIN_SZG01066          1.384e+00  4.608e-02    30.026  < 2e-16 ***
DESTIN_SZG01067          1.300e+00  4.634e-02    28.050  < 2e-16 ***
DESTIN_SZG01074         -7.191e-01  4.784e-02   -15.033  < 2e-16 ***
DESTIN_SZG01075          8.751e-01  4.630e-02    18.902  < 2e-16 ***
DESTIN_SZG01076          9.524e-02  4.639e-02     2.053 0.040085 *  
DESTIN_SZG01077         -6.019e-01  4.701e-02   -12.803  < 2e-16 ***
DESTIN_SZG01079          7.507e-01  4.627e-02    16.224  < 2e-16 ***
DESTIN_SZG01085         -8.186e-01  7.256e-02   -11.281  < 2e-16 ***
DESTIN_SZG01087          4.676e-01  4.630e-02    10.101  < 2e-16 ***
DESTIN_SZG01088          9.235e-01  4.622e-02    19.981  < 2e-16 ***
DESTIN_SZG01094         -2.508e+00  6.652e-02   -37.706  < 2e-16 ***
DESTIN_SZG01095          3.054e-01  4.780e-02     6.390 1.66e-10 ***
DESTIN_SZG01096         -2.738e-01  4.820e-02    -5.681 1.34e-08 ***
DESTIN_SZG01097          1.005e+00  4.610e-02    21.803  < 2e-16 ***
DESTIN_SZG01098         -1.436e+00  5.072e-02   -28.313  < 2e-16 ***
DESTIN_SZG01099          1.050e-01  4.654e-02     2.256 0.024059 *  
DESTIN_SZG01105          1.802e+00  4.671e-02    38.570  < 2e-16 ***
DESTIN_SZG01106         -2.671e+00  9.646e-02   -27.693  < 2e-16 ***
DESTIN_SZG01107          5.056e-01  4.649e-02    10.875  < 2e-16 ***
DESTIN_SZG01108          2.625e+00  4.596e-02    57.115  < 2e-16 ***
DESTIN_SZG01109         -1.020e+00  5.042e-02   -20.236  < 2e-16 ***
DESTIN_SZG01116          1.141e-01  4.670e-02     2.443 0.014550 *  
DESTIN_SZG01117          4.377e-01  4.641e-02     9.430  < 2e-16 ***
DESTIN_SZG01118         -1.446e+00  4.914e-02   -29.419  < 2e-16 ***
DESTIN_SZG01119         -6.877e-01  4.702e-02   -14.624  < 2e-16 ***
DESTIN_SZG01120         -9.021e-01  4.880e-02   -18.485  < 2e-16 ***
DESTIN_SZG01129         -3.108e-02  4.655e-02    -0.668 0.504360    
DESTIN_SZG01130          5.939e-01  4.623e-02    12.845  < 2e-16 ***
DESTIN_SZG01131          2.119e+00  4.618e-02    45.876  < 2e-16 ***
DESTIN_SZG01136          1.412e+00  4.615e-02    30.599  < 2e-16 ***
DESTIN_SZG01138         -1.053e+00  4.881e-02   -21.579  < 2e-16 ***
DESTIN_SZG01139         -1.106e-01  4.642e-02    -2.383 0.017170 *  
DESTIN_SZG01141          1.021e-01  4.653e-02     2.195 0.028182 *  
DESTIN_SZG01148         -7.200e-01  5.440e-02   -13.237  < 2e-16 ***
DESTIN_SZG01149         -3.549e-01  4.774e-02    -7.434 1.05e-13 ***
DESTIN_SZG01150         -1.279e-01  4.638e-02    -2.759 0.005804 ** 
DESTIN_SZG01151          4.300e-01  4.635e-02     9.278  < 2e-16 ***
DESTIN_SZG01158         -7.047e-01  4.705e-02   -14.977  < 2e-16 ***
DESTIN_SZG01159         -5.888e-01  4.671e-02   -12.606  < 2e-16 ***
DESTIN_SZG01160          9.664e-01  4.609e-02    20.967  < 2e-16 ***
DESTIN_SZG01171          5.024e-01  4.626e-02    10.860  < 2e-16 ***
DESTIN_SZG01172          1.910e+00  4.600e-02    41.526  < 2e-16 ***
DESTIN_SZG01173          1.367e+00  4.617e-02    29.613  < 2e-16 ***
DESTIN_SZG01174         -1.482e+00  6.183e-02   -23.965  < 2e-16 ***
DESTIN_SZG01178          1.523e+00  4.605e-02    33.073  < 2e-16 ***
DESTIN_SZG01179          4.486e-01  4.619e-02     9.712  < 2e-16 ***
DESTIN_SZG01180          4.598e-01  4.616e-02     9.960  < 2e-16 ***
DESTIN_SZG01181         -5.877e-01  4.675e-02   -12.573  < 2e-16 ***
DESTIN_SZG01183          1.242e+00  4.615e-02    26.910  < 2e-16 ***
DESTIN_SZG01190         -6.481e-01  5.411e-02   -11.978  < 2e-16 ***
DESTIN_SZG01192          7.710e-01  4.621e-02    16.685  < 2e-16 ***
DESTIN_SZG01193          7.421e-01  4.621e-02    16.059  < 2e-16 ***
DESTIN_SZG01194          1.153e+00  4.629e-02    24.902  < 2e-16 ***
DESTIN_SZG01200          1.184e-01  4.642e-02     2.550 0.010779 *  
DESTIN_SZG01201         -1.538e-01  4.647e-02    -3.310 0.000933 ***
DESTIN_SZG01203         -2.958e-02  4.654e-02    -0.636 0.525039    
DESTIN_SZG01204         -7.525e-02  4.672e-02    -1.611 0.107233    
DESTIN_SZG01211         -4.263e+00  2.811e-01   -15.164  < 2e-16 ***
DESTIN_SZG01214         -3.800e-01  4.667e-02    -8.143 3.85e-16 ***
DESTIN_SZG01215          3.023e-01  4.717e-02     6.408 1.48e-10 ***
DESTIN_SZG01216          7.564e-01  4.697e-02    16.106  < 2e-16 ***
DESTIN_SZG01220          3.815e-01  4.630e-02     8.240  < 2e-16 ***
DESTIN_SZG01221          8.431e-01  4.609e-02    18.292  < 2e-16 ***
DESTIN_SZG01222         -3.911e-01  4.751e-02    -8.232  < 2e-16 ***
DESTIN_SZG01223         -6.243e-01  4.721e-02   -13.224  < 2e-16 ***
DESTIN_SZG01224          6.312e-02  4.656e-02     1.356 0.175212    
DESTIN_SZG01231         -1.653e+00  7.333e-02   -22.535  < 2e-16 ***
DESTIN_SZG01232         -4.324e-02  5.198e-02    -0.832 0.405574    
DESTIN_SZG01235          4.600e-01  4.628e-02     9.941  < 2e-16 ***
DESTIN_SZG01236          3.504e-01  4.662e-02     7.516 5.65e-14 ***
DESTIN_SZG01241         -8.204e-01  4.732e-02   -17.335  < 2e-16 ***
DESTIN_SZG01242         -6.054e-01  4.675e-02   -12.950  < 2e-16 ***
DESTIN_SZG01243          4.676e-01  4.619e-02    10.124  < 2e-16 ***
DESTIN_SZG01246         -1.951e-01  4.666e-02    -4.182 2.89e-05 ***
DESTIN_SZG01256         -3.127e-01  4.668e-02    -6.700 2.09e-11 ***
DESTIN_SZG01257          7.629e-01  4.631e-02    16.473  < 2e-16 ***
DESTIN_SZG01258          1.581e+00  4.620e-02    34.227  < 2e-16 ***
DESTIN_SZG01262         -1.071e+00  4.757e-02   -22.523  < 2e-16 ***
DESTIN_SZG01263          1.117e+00  4.604e-02    24.248  < 2e-16 ***
DESTIN_SZG01264          7.876e-02  4.649e-02     1.694 0.090246 .  
DESTIN_SZG01265          2.433e-01  4.654e-02     5.228 1.71e-07 ***
DESTIN_SZG01266          5.127e-01  4.639e-02    11.052  < 2e-16 ***
DESTIN_SZG01267         -9.356e-01  4.861e-02   -19.249  < 2e-16 ***
DESTIN_SZG01272         -3.769e+00  1.196e-01   -31.515  < 2e-16 ***
DESTIN_SZG01273          8.187e-01  4.645e-02    17.626  < 2e-16 ***
DESTIN_SZG01277          9.792e-01  4.612e-02    21.232  < 2e-16 ***
DESTIN_SZG01278          6.149e-01  4.631e-02    13.279  < 2e-16 ***
DESTIN_SZG01283          1.580e+00  4.604e-02    34.311  < 2e-16 ***
DESTIN_SZG01284          1.068e+00  4.607e-02    23.172  < 2e-16 ***
DESTIN_SZG01285          6.617e-01  4.613e-02    14.344  < 2e-16 ***
DESTIN_SZG01286         -2.707e-01  4.690e-02    -5.771 7.89e-09 ***
DESTIN_SZG01289         -2.324e+00  5.904e-02   -39.364  < 2e-16 ***
DESTIN_SZG01293         -3.399e+00  8.686e-02   -39.129  < 2e-16 ***
DESTIN_SZG01294          5.485e-01  4.669e-02    11.749  < 2e-16 ***
DESTIN_SZG01295         -1.471e+00  5.100e-02   -28.837  < 2e-16 ***
DESTIN_SZG01298          8.540e-02  4.642e-02     1.840 0.065822 .  
DESTIN_SZG01299         -2.591e-02  4.674e-02    -0.554 0.579265    
DESTIN_SZG01304          4.222e-01  4.628e-02     9.122  < 2e-16 ***
DESTIN_SZG01305          5.897e-01  4.611e-02    12.789  < 2e-16 ***
DESTIN_SZG01307         -6.965e-01  4.975e-02   -13.999  < 2e-16 ***
DESTIN_SZG01308          7.437e-01  4.623e-02    16.087  < 2e-16 ***
DESTIN_SZG01310         -4.518e+00  1.945e-01   -23.229  < 2e-16 ***
DESTIN_SZG01316         -1.095e+00  4.851e-02   -22.565  < 2e-16 ***
DESTIN_SZG01317         -1.118e+00  4.773e-02   -23.430  < 2e-16 ***
DESTIN_SZG01318         -1.395e+00  4.853e-02   -28.749  < 2e-16 ***
DESTIN_SZG01319          1.541e+00  4.604e-02    33.466  < 2e-16 ***
DESTIN_SZG01320         -7.262e-01  4.782e-02   -15.184  < 2e-16 ***
DESTIN_SZG01324          5.081e-01  4.845e-02    10.487  < 2e-16 ***
DESTIN_SZG01325         -1.205e+00  4.803e-02   -25.097  < 2e-16 ***
DESTIN_SZG01326          1.702e-01  4.624e-02     3.681 0.000232 ***
DESTIN_SZG01327          3.316e-01  4.621e-02     7.177 7.10e-13 ***
DESTIN_SZG01328          2.454e-01  4.635e-02     5.294 1.20e-07 ***
DESTIN_SZG01329          2.921e-01  4.669e-02     6.256 3.94e-10 ***
DESTIN_SZG01330          1.560e+00  4.620e-02    33.770  < 2e-16 ***
DESTIN_SZG01331         -4.774e+00  2.623e-01   -18.202  < 2e-16 ***
DESTIN_SZG01333         -1.159e+00  4.854e-02   -23.875  < 2e-16 ***
DESTIN_SZG01334         -5.924e-01  4.765e-02   -12.431  < 2e-16 ***
DESTIN_SZG01335          1.312e+00  4.624e-02    28.377  < 2e-16 ***
DESTIN_SZG01336         -2.459e+00  7.229e-02   -34.012  < 2e-16 ***
DESTIN_SZG01337         -2.156e+00  5.447e-02   -39.581  < 2e-16 ***
DESTIN_SZG01338         -2.382e+00  5.304e-02   -44.912  < 2e-16 ***
DESTIN_SZG01339          1.252e+00  4.607e-02    27.170  < 2e-16 ***
DESTIN_SZG01340         -2.719e-01  4.680e-02    -5.810 6.24e-09 ***
DESTIN_SZG01341         -3.947e+00  1.066e-01   -37.012  < 2e-16 ***
DESTIN_SZG01346          1.769e-01  4.646e-02     3.808 0.000140 ***
DESTIN_SZG01347          1.179e+00  4.606e-02    25.596  < 2e-16 ***
DESTIN_SZG01348         -8.658e-02  4.638e-02    -1.867 0.061940 .  
DESTIN_SZG01349          9.650e-01  4.621e-02    20.884  < 2e-16 ***
DESTIN_SZG01350         -1.240e-01  4.758e-02    -2.606 0.009156 ** 
DESTIN_SZG01353          3.079e-01  4.632e-02     6.647 2.99e-11 ***
DESTIN_SZG01354         -8.876e-01  4.739e-02   -18.731  < 2e-16 ***
DESTIN_SZG01355         -5.807e-01  4.719e-02   -12.305  < 2e-16 ***
DESTIN_SZG01357         -1.103e+00  4.953e-02   -22.278  < 2e-16 ***
DESTIN_SZG01358          1.220e+00  4.607e-02    26.491  < 2e-16 ***
DESTIN_SZG01359          4.538e-03  4.638e-02     0.098 0.922046    
DESTIN_SZG01360         -2.303e-01  4.649e-02    -4.953 7.29e-07 ***
DESTIN_SZG01361         -7.696e-02  4.672e-02    -1.647 0.099547 .  
DESTIN_SZG01362         -1.525e+00  5.431e-02   -28.082  < 2e-16 ***
DESTIN_SZG01368         -7.895e-01  4.676e-02   -16.883  < 2e-16 ***
DESTIN_SZG01369         -6.815e-01  4.670e-02   -14.592  < 2e-16 ***
DESTIN_SZG01370          1.194e+00  4.606e-02    25.913  < 2e-16 ***
DESTIN_SZG01371          2.398e-01  4.654e-02     5.153 2.57e-07 ***
DESTIN_SZG01372          3.116e-01  4.644e-02     6.710 1.94e-11 ***
DESTIN_SZG01373         -2.617e+00  5.623e-02   -46.547  < 2e-16 ***
DESTIN_SZG01374         -1.470e+00  4.809e-02   -30.574  < 2e-16 ***
DESTIN_SZG01375          4.697e-01  4.647e-02    10.108  < 2e-16 ***
DESTIN_SZG01376         -1.228e+00  4.890e-02   -25.120  < 2e-16 ***
DESTIN_SZG01379         -3.200e+00  7.807e-02   -40.989  < 2e-16 ***
DESTIN_SZG01380          1.892e+00  4.599e-02    41.147  < 2e-16 ***
DESTIN_SZG01381          2.263e+00  4.598e-02    49.219  < 2e-16 ***
DESTIN_SZG01382          1.341e+00  4.612e-02    29.082  < 2e-16 ***
DESTIN_SZG01383         -1.406e+00  4.984e-02   -28.213  < 2e-16 ***
DESTIN_SZG01388         -8.141e-05  4.635e-02    -0.002 0.998598    
DESTIN_SZG01389         -4.299e-01  4.647e-02    -9.251  < 2e-16 ***
DESTIN_SZG01390         -9.591e-02  4.641e-02    -2.067 0.038780 *  
DESTIN_SZG01391          1.002e+00  4.617e-02    21.699  < 2e-16 ***
DESTIN_SZG01392          8.839e-01  4.753e-02    18.596  < 2e-16 ***
DESTIN_SZG01393         -3.906e-01  4.670e-02    -8.364  < 2e-16 ***
DESTIN_SZG01394         -1.086e-02  4.632e-02    -0.235 0.814552    
DESTIN_SZG01395         -2.717e-01  4.644e-02    -5.850 4.92e-09 ***
DESTIN_SZG01396          5.533e-01  4.621e-02    11.973  < 2e-16 ***
DESTIN_SZG01397         -2.348e-01  4.653e-02    -5.046 4.51e-07 ***
DESTIN_SZG01398         -6.539e-01  4.795e-02   -13.636  < 2e-16 ***
DESTIN_SZG01400         -6.837e-01  4.723e-02   -14.477  < 2e-16 ***
DESTIN_SZG01401          1.128e+00  4.604e-02    24.498  < 2e-16 ***
DESTIN_SZG01402          3.981e-01  4.623e-02     8.612  < 2e-16 ***
DESTIN_SZG01404         -3.008e-01  5.083e-02    -5.918 3.26e-09 ***
DESTIN_SZG01410          9.233e-01  4.608e-02    20.038  < 2e-16 ***
DESTIN_SZG01411         -9.800e-02  4.642e-02    -2.111 0.034758 *  
DESTIN_SZG01412          9.154e-01  4.610e-02    19.856  < 2e-16 ***
DESTIN_SZG01413          6.242e-01  4.623e-02    13.503  < 2e-16 ***
DESTIN_SZG01414          1.263e-01  4.628e-02     2.730 0.006333 ** 
DESTIN_SZG01415          3.909e-01  4.623e-02     8.456  < 2e-16 ***
DESTIN_SZG01416          2.339e-02  4.640e-02     0.504 0.614251    
DESTIN_SZG01417          6.042e-02  4.626e-02     1.306 0.191494    
DESTIN_SZG01418          2.876e-01  4.625e-02     6.219 5.01e-10 ***
DESTIN_SZG01419         -1.661e-01  4.655e-02    -3.567 0.000361 ***
DESTIN_SZG01422          1.643e-01  4.632e-02     3.547 0.000389 ***
DESTIN_SZG01423          6.712e-01  4.620e-02    14.529  < 2e-16 ***
DESTIN_SZG01430          6.919e-01  4.618e-02    14.984  < 2e-16 ***
DESTIN_SZG01431          1.058e+00  4.606e-02    22.963  < 2e-16 ***
DESTIN_SZG01432          7.358e-01  4.610e-02    15.959  < 2e-16 ***
DESTIN_SZG01433          1.230e-01  4.682e-02     2.626 0.008633 ** 
DESTIN_SZG01434          1.008e+00  4.609e-02    21.861  < 2e-16 ***
DESTIN_SZG01435          4.748e-01  4.615e-02    10.288  < 2e-16 ***
DESTIN_SZG01436         -9.422e-01  4.711e-02   -20.002  < 2e-16 ***
DESTIN_SZG01437         -9.925e-02  4.634e-02    -2.142 0.032217 *  
DESTIN_SZG01438          5.336e-01  4.611e-02    11.573  < 2e-16 ***
DESTIN_SZG01439          1.310e+00  4.604e-02    28.458  < 2e-16 ***
DESTIN_SZG01440          8.058e-01  4.631e-02    17.400  < 2e-16 ***
DESTIN_SZG01442         -1.493e+00  4.878e-02   -30.607  < 2e-16 ***
DESTIN_SZG01443          3.627e-01  4.628e-02     7.837 4.62e-15 ***
DESTIN_SZG01444          1.165e+00  4.628e-02    25.164  < 2e-16 ***
DESTIN_SZG01452          1.294e+00  4.603e-02    28.106  < 2e-16 ***
DESTIN_SZG01453          4.757e-01  4.618e-02    10.300  < 2e-16 ***
DESTIN_SZG01454         -6.598e-01  4.724e-02   -13.967  < 2e-16 ***
DESTIN_SZG01455          7.045e-02  4.644e-02     1.517 0.129219    
DESTIN_SZG01456          2.928e-01  4.626e-02     6.329 2.47e-10 ***
DESTIN_SZG01457          1.012e+00  4.612e-02    21.938  < 2e-16 ***
DESTIN_SZG01458          1.813e+00  4.599e-02    39.417  < 2e-16 ***
DESTIN_SZG01459         -7.117e-01  4.661e-02   -15.268  < 2e-16 ***
DESTIN_SZG01460          5.686e-01  4.612e-02    12.330  < 2e-16 ***
DESTIN_SZG01461          4.473e-01  4.637e-02     9.647  < 2e-16 ***
DESTIN_SZG01464          3.443e-02  4.644e-02     0.741 0.458545    
DESTIN_SZG01465         -4.084e-01  4.708e-02    -8.675  < 2e-16 ***
DESTIN_SZG01472          1.786e-01  4.645e-02     3.845 0.000120 ***
DESTIN_SZG01473          1.135e+00  4.606e-02    24.642  < 2e-16 ***
DESTIN_SZG01474          1.053e+00  4.604e-02    22.874  < 2e-16 ***
DESTIN_SZG01475          8.015e-01  4.610e-02    17.387  < 2e-16 ***
DESTIN_SZG01476         -1.671e-01  4.645e-02    -3.598 0.000321 ***
DESTIN_SZG01477          1.780e+00  4.598e-02    38.723  < 2e-16 ***
DESTIN_SZG01478          1.801e-01  4.620e-02     3.898 9.69e-05 ***
DESTIN_SZG01479         -6.137e-01  4.650e-02   -13.197  < 2e-16 ***
DESTIN_SZG01480          1.741e+00  4.598e-02    37.858  < 2e-16 ***
DESTIN_SZG01481          4.098e-01  4.628e-02     8.855  < 2e-16 ***
DESTIN_SZG01482          1.373e+00  4.616e-02    29.737  < 2e-16 ***
DESTIN_SZG01485         -8.569e-01  4.755e-02   -18.020  < 2e-16 ***
DESTIN_SZG01494          9.725e-01  4.611e-02    21.089  < 2e-16 ***
DESTIN_SZG01495          1.919e-02  4.629e-02     0.415 0.678405    
DESTIN_SZG01496          1.029e+00  4.605e-02    22.340  < 2e-16 ***
DESTIN_SZG01497         -2.256e-01  4.647e-02    -4.854 1.21e-06 ***
DESTIN_SZG01498          4.448e-02  4.631e-02     0.960 0.336855    
DESTIN_SZG01499          4.509e-01  4.612e-02     9.777  < 2e-16 ***
DESTIN_SZG01500         -1.795e-01  4.666e-02    -3.846 0.000120 ***
DESTIN_SZG01501          7.821e-01  4.608e-02    16.973  < 2e-16 ***
DESTIN_SZG01502          7.682e-01  4.611e-02    16.659  < 2e-16 ***
DESTIN_SZG01506         -2.823e+00  7.786e-02   -36.257  < 2e-16 ***
DESTIN_SZG01515         -2.528e-01  4.791e-02    -5.277 1.31e-07 ***
DESTIN_SZG01516          1.132e+00  4.605e-02    24.587  < 2e-16 ***
DESTIN_SZG01517          1.042e-01  4.635e-02     2.247 0.024648 *  
DESTIN_SZG01518         -4.594e-01  4.656e-02    -9.866  < 2e-16 ***
DESTIN_SZG01519          4.012e-02  4.657e-02     0.861 0.388987    
DESTIN_SZG01520          2.331e-01  4.621e-02     5.046 4.51e-07 ***
DESTIN_SZG01521         -3.423e-01  4.650e-02    -7.362 1.81e-13 ***
DESTIN_SZG01522          5.380e-01  4.616e-02    11.654  < 2e-16 ***
DESTIN_SZG01523          1.753e+00  4.611e-02    38.011  < 2e-16 ***
DESTIN_SZG01524         -4.584e-01  4.732e-02    -9.686  < 2e-16 ***
DESTIN_SZG01527         -2.091e+00  5.404e-02   -38.698  < 2e-16 ***
DESTIN_SZG01535         -1.391e+00  6.813e-02   -20.423  < 2e-16 ***
DESTIN_SZG01536         -1.277e+00  5.074e-02   -25.175  < 2e-16 ***
DESTIN_SZG01537          4.916e-01  4.628e-02    10.623  < 2e-16 ***
DESTIN_SZG01538          3.507e-01  4.619e-02     7.592 3.14e-14 ***
DESTIN_SZG01539          4.085e-01  4.613e-02     8.855  < 2e-16 ***
DESTIN_SZG01540         -1.584e-01  4.630e-02    -3.422 0.000622 ***
DESTIN_SZG01541          8.375e-01  4.636e-02    18.067  < 2e-16 ***
DESTIN_SZG01542         -3.782e-01  4.688e-02    -8.069 7.08e-16 ***
DESTIN_SZG01543         -3.516e-01  5.252e-02    -6.694 2.18e-11 ***
DESTIN_SZG01544         -1.595e-01  4.676e-02    -3.410 0.000649 ***
DESTIN_SZG01547         -4.610e-01  4.822e-02    -9.560  < 2e-16 ***
DESTIN_SZG01556         -1.852e+00  7.471e-02   -24.788  < 2e-16 ***
DESTIN_SZG01557         -7.787e-01  4.852e-02   -16.047  < 2e-16 ***
DESTIN_SZG01558          7.833e-01  4.753e-02    16.481  < 2e-16 ***
DESTIN_SZG01559          9.128e-01  4.607e-02    19.812  < 2e-16 ***
DESTIN_SZG01560          9.180e-01  4.606e-02    19.929  < 2e-16 ***
DESTIN_SZG01561          3.538e-01  4.634e-02     7.634 2.27e-14 ***
DESTIN_SZG01562         -1.937e+00  4.884e-02   -39.652  < 2e-16 ***
DESTIN_SZG01563         -8.216e-01  4.679e-02   -17.558  < 2e-16 ***
DESTIN_SZG01564         -3.413e-01  4.662e-02    -7.321 2.46e-13 ***
DESTIN_SZG01565          3.156e-01  4.632e-02     6.814 9.51e-12 ***
DESTIN_SZG01566         -1.306e+00  4.870e-02   -26.819  < 2e-16 ***
DESTIN_SZG01567         -8.305e-01  4.904e-02   -16.936  < 2e-16 ***
DESTIN_SZG01568         -1.387e-01  4.745e-02    -2.924 0.003461 ** 
DESTIN_SZG01578         -2.651e+00  1.092e-01   -24.287  < 2e-16 ***
DESTIN_SZG01580         -1.903e+00  5.164e-02   -36.854  < 2e-16 ***
DESTIN_SZG01581          5.921e-01  4.614e-02    12.833  < 2e-16 ***
DESTIN_SZG01582          7.595e-01  4.608e-02    16.485  < 2e-16 ***
DESTIN_SZG01583         -7.194e-01  5.002e-02   -14.383  < 2e-16 ***
DESTIN_SZG01584         -8.948e-01  4.744e-02   -18.861  < 2e-16 ***
DESTIN_SZG01585         -6.552e-02  4.651e-02    -1.409 0.158944    
DESTIN_SZG01586          6.232e-01  4.619e-02    13.494  < 2e-16 ***
DESTIN_SZG01589         -6.074e-01  4.765e-02   -12.749  < 2e-16 ***
DESTIN_SZG01590         -8.436e-02  4.773e-02    -1.768 0.077117 .  
DESTIN_SZG01600          1.250e-01  4.800e-02     2.605 0.009197 ** 
DESTIN_SZG01601         -3.462e-01  4.645e-02    -7.454 9.06e-14 ***
DESTIN_SZG01602          1.289e-01  4.636e-02     2.781 0.005420 ** 
DESTIN_SZG01603          1.183e+00  4.607e-02    25.675  < 2e-16 ***
DESTIN_SZG01604         -1.044e+00  4.702e-02   -22.196  < 2e-16 ***
DESTIN_SZG01605          8.028e-02  4.625e-02     1.736 0.082633 .  
DESTIN_SZG01606         -4.126e-01  4.776e-02    -8.639  < 2e-16 ***
DESTIN_SZG01607          8.186e-01  4.610e-02    17.757  < 2e-16 ***
DESTIN_SZG01608          1.635e-01  4.632e-02     3.530 0.000416 ***
DESTIN_SZG01609          8.264e-01  4.618e-02    17.894  < 2e-16 ***
DESTIN_SZG01610         -1.115e+00  5.252e-02   -21.231  < 2e-16 ***
DESTIN_SZG01622          9.390e-01  4.713e-02    19.924  < 2e-16 ***
DESTIN_SZG01623          6.805e-01  4.610e-02    14.761  < 2e-16 ***
DESTIN_SZG01624          1.198e+00  4.606e-02    25.998  < 2e-16 ***
DESTIN_SZG01625          3.965e-01  4.624e-02     8.575  < 2e-16 ***
DESTIN_SZG01626          2.215e+00  4.597e-02    48.186  < 2e-16 ***
DESTIN_SZG01627         -8.523e-01  4.673e-02   -18.238  < 2e-16 ***
DESTIN_SZG01628          1.310e+00  4.604e-02    28.444  < 2e-16 ***
DESTIN_SZG01629         -1.456e+00  4.798e-02   -30.354  < 2e-16 ***
DESTIN_SZG01630         -9.286e-01  4.726e-02   -19.649  < 2e-16 ***
DESTIN_SZG01631         -1.390e+00  4.956e-02   -28.050  < 2e-16 ***
DESTIN_SZG01642         -1.785e+00  5.578e-02   -31.995  < 2e-16 ***
DESTIN_SZG01643          2.296e-01  4.627e-02     4.963 6.93e-07 ***
DESTIN_SZG01644          1.151e-01  4.658e-02     2.470 0.013514 *  
DESTIN_SZG01645          4.098e-02  4.632e-02     0.885 0.376373    
DESTIN_SZG01646          2.612e-01  4.653e-02     5.613 1.98e-08 ***
DESTIN_SZG01647         -1.670e-01  4.630e-02    -3.607 0.000310 ***
DESTIN_SZG01648         -2.339e-02  4.626e-02    -0.506 0.613129    
DESTIN_SZG01649          6.562e-01  4.610e-02    14.235  < 2e-16 ***
DESTIN_SZG01650         -1.063e-01  4.648e-02    -2.286 0.022227 *  
DESTIN_SZG01664         -3.345e+00  1.250e-01   -26.758  < 2e-16 ***
DESTIN_SZG01665          8.159e-01  4.608e-02    17.705  < 2e-16 ***
DESTIN_SZG01666          7.901e-01  4.608e-02    17.144  < 2e-16 ***
DESTIN_SZG01667         -3.541e-01  4.852e-02    -7.300 2.89e-13 ***
DESTIN_SZG01668         -1.820e-01  4.639e-02    -3.924 8.72e-05 ***
DESTIN_SZG01670          4.782e-01  4.613e-02    10.365  < 2e-16 ***
DESTIN_SZG01671         -1.924e-02  4.706e-02    -0.409 0.682724    
DESTIN_SZG01672         -8.659e-01  4.733e-02   -18.296  < 2e-16 ***
DESTIN_SZG01684          5.278e-01  4.683e-02    11.269  < 2e-16 ***
DESTIN_SZG01685         -4.128e-01  4.670e-02    -8.839  < 2e-16 ***
DESTIN_SZG01686          1.568e-01  4.625e-02     3.390 0.000698 ***
DESTIN_SZG01687          5.761e-01  4.639e-02    12.418  < 2e-16 ***
DESTIN_SZG01688         -1.320e-01  4.638e-02    -2.846 0.004428 ** 
DESTIN_SZG01689         -7.800e-01  4.690e-02   -16.632  < 2e-16 ***
DESTIN_SZG01690         -1.251e+00  4.757e-02   -26.306  < 2e-16 ***
DESTIN_SZG01691          5.667e-01  4.612e-02    12.289  < 2e-16 ***
DESTIN_SZG01692         -1.391e+00  4.783e-02   -29.070  < 2e-16 ***
DESTIN_SZG01706          1.694e-01  4.652e-02     3.640 0.000272 ***
DESTIN_SZG01707         -6.601e-01  4.659e-02   -14.166  < 2e-16 ***
DESTIN_SZG01708         -1.001e-02  4.632e-02    -0.216 0.828914    
DESTIN_SZG01709          6.773e-01  4.614e-02    14.680  < 2e-16 ***
DESTIN_SZG01710          6.189e-01  4.618e-02    13.401  < 2e-16 ***
DESTIN_SZG01711          1.338e+00  4.604e-02    29.071  < 2e-16 ***
DESTIN_SZG01712          4.578e-01  4.611e-02     9.929  < 2e-16 ***
DESTIN_SZG01713         -1.989e+00  4.832e-02   -41.167  < 2e-16 ***
DESTIN_SZG01714         -4.701e-01  4.660e-02   -10.088  < 2e-16 ***
DESTIN_SZG01727          6.943e-01  4.622e-02    15.023  < 2e-16 ***
DESTIN_SZG01728          5.909e-01  4.612e-02    12.811  < 2e-16 ***
DESTIN_SZG01729          7.605e-01  4.610e-02    16.497  < 2e-16 ***
DESTIN_SZG01730         -2.538e-01  4.671e-02    -5.434 5.52e-08 ***
DESTIN_SZG01731          5.358e-01  4.619e-02    11.601  < 2e-16 ***
DESTIN_SZG01732          3.460e-01  4.613e-02     7.499 6.42e-14 ***
DESTIN_SZG01733         -8.654e-01  4.659e-02   -18.574  < 2e-16 ***
DESTIN_SZG01734          2.892e-01  4.615e-02     6.267 3.69e-10 ***
DESTIN_SZG01735         -3.466e-01  4.791e-02    -7.234 4.68e-13 ***
DESTIN_SZG01748         -2.068e-01  4.672e-02    -4.426 9.59e-06 ***
DESTIN_SZG01749          8.912e-01  4.608e-02    19.342  < 2e-16 ***
DESTIN_SZG01750          6.671e-01  4.610e-02    14.471  < 2e-16 ***
DESTIN_SZG01751          3.506e-01  4.631e-02     7.571 3.72e-14 ***
DESTIN_SZG01753          6.725e-01  4.612e-02    14.581  < 2e-16 ***
DESTIN_SZG01754          1.692e+00  4.598e-02    36.790  < 2e-16 ***
DESTIN_SZG01755          9.041e-01  4.604e-02    19.636  < 2e-16 ***
DESTIN_SZG01756         -5.782e-02  4.623e-02    -1.251 0.211057    
DESTIN_SZG01757         -1.627e+00  5.078e-02   -32.031  < 2e-16 ***
DESTIN_SZG01769          2.506e-01  4.634e-02     5.408 6.36e-08 ***
DESTIN_SZG01770         -1.546e-01  4.639e-02    -3.333 0.000859 ***
DESTIN_SZG01771          8.146e-01  4.616e-02    17.646  < 2e-16 ***
DESTIN_SZG01772          1.687e+00  4.640e-02    36.358  < 2e-16 ***
DESTIN_SZG01774         -2.928e-01  4.642e-02    -6.309 2.81e-10 ***
DESTIN_SZG01775         -8.357e-01  4.657e-02   -17.944  < 2e-16 ***
DESTIN_SZG01776          1.482e+00  4.599e-02    32.222  < 2e-16 ***
DESTIN_SZG01777         -3.083e-01  4.641e-02    -6.644 3.05e-11 ***
DESTIN_SZG01778         -1.177e+00  5.034e-02   -23.372  < 2e-16 ***
DESTIN_SZG01790          1.023e+00  4.617e-02    22.153  < 2e-16 ***
DESTIN_SZG01791          4.372e-01  4.626e-02     9.451  < 2e-16 ***
DESTIN_SZG01792          4.560e-01  4.642e-02     9.823  < 2e-16 ***
DESTIN_SZG01793          5.103e-01  4.625e-02    11.033  < 2e-16 ***
DESTIN_SZG01794          1.956e+00  4.646e-02    42.090  < 2e-16 ***
DESTIN_SZG01795         -1.839e+00  5.065e-02   -36.302  < 2e-16 ***
DESTIN_SZG01796          2.304e-01  4.622e-02     4.986 6.17e-07 ***
DESTIN_SZG01797         -1.095e-01  4.623e-02    -2.368 0.017890 *  
DESTIN_SZG01798          8.709e-02  4.619e-02     1.885 0.059366 .  
DESTIN_SZG01799         -6.440e-01  4.677e-02   -13.771  < 2e-16 ***
DESTIN_SZG01800         -2.191e+00  6.799e-02   -32.232  < 2e-16 ***
DESTIN_SZG01811          1.469e-01  4.650e-02     3.159 0.001582 ** 
DESTIN_SZG01812          1.330e+00  4.603e-02    28.892  < 2e-16 ***
DESTIN_SZG01813          1.406e+00  4.602e-02    30.556  < 2e-16 ***
DESTIN_SZG01817         -1.319e+00  4.739e-02   -27.831  < 2e-16 ***
DESTIN_SZG01818         -3.310e-01  4.629e-02    -7.151 8.64e-13 ***
DESTIN_SZG01819          1.527e+00  4.599e-02    33.202  < 2e-16 ***
DESTIN_SZG01820         -2.787e+00  6.157e-02   -45.259  < 2e-16 ***
DESTIN_SZG01832          1.434e+00  4.609e-02    31.104  < 2e-16 ***
DESTIN_SZG01833          2.710e-04  4.641e-02     0.006 0.995341    
DESTIN_SZG01834         -2.105e-01  4.639e-02    -4.538 5.67e-06 ***
DESTIN_SZG01835         -9.676e-02  4.650e-02    -2.081 0.037420 *  
DESTIN_SZG01837         -4.540e-02  4.790e-02    -0.948 0.343278    
DESTIN_SZG01839         -1.272e+00  4.731e-02   -26.878  < 2e-16 ***
DESTIN_SZG01840          1.243e+00  4.601e-02    27.004  < 2e-16 ***
DESTIN_SZG01841         -1.823e+00  5.098e-02   -35.757  < 2e-16 ***
DESTIN_SZG01842         -1.794e-01  4.809e-02    -3.730 0.000191 ***
DESTIN_SZG01853          3.596e-01  4.627e-02     7.771 7.77e-15 ***
DESTIN_SZG01854          6.888e-01  4.617e-02    14.918  < 2e-16 ***
DESTIN_SZG01855          8.896e-01  4.612e-02    19.287  < 2e-16 ***
DESTIN_SZG01858          8.379e-01  4.667e-02    17.953  < 2e-16 ***
DESTIN_SZG01860         -7.438e-01  4.925e-02   -15.103  < 2e-16 ***
DESTIN_SZG01861         -1.032e-01  4.632e-02    -2.227 0.025948 *  
DESTIN_SZG01874          1.898e-01  4.682e-02     4.054 5.04e-05 ***
DESTIN_SZG01875         -1.510e+00  4.992e-02   -30.253  < 2e-16 ***
DESTIN_SZG01876         -1.720e-01  5.072e-02    -3.392 0.000694 ***
DESTIN_SZG01877          6.232e-01  4.616e-02    13.501  < 2e-16 ***
DESTIN_SZG01880         -7.896e-02  4.797e-02    -1.646 0.099757 .  
DESTIN_SZG01882         -3.441e-02  4.633e-02    -0.743 0.457587    
DESTIN_SZG01883         -1.351e+00  4.971e-02   -27.185  < 2e-16 ***
DESTIN_SZG01895          6.541e-01  4.623e-02    14.150  < 2e-16 ***
DESTIN_SZG01896         -1.778e-01  4.655e-02    -3.819 0.000134 ***
DESTIN_SZG01897         -9.119e-01  4.735e-02   -19.260  < 2e-16 ***
DESTIN_SZG01898         -1.267e+00  5.169e-02   -24.505  < 2e-16 ***
DESTIN_SZG01901         -4.304e-01  5.044e-02    -8.533  < 2e-16 ***
DESTIN_SZG01903         -1.482e+00  4.892e-02   -30.307  < 2e-16 ***
DESTIN_SZG01917         -1.692e-01  4.672e-02    -3.622 0.000292 ***
DESTIN_SZG01918          1.035e+00  4.631e-02    22.354  < 2e-16 ***
DESTIN_SZG01919          8.813e-01  4.613e-02    19.104  < 2e-16 ***
DESTIN_SZG01922          5.905e-01  4.701e-02    12.562  < 2e-16 ***
DESTIN_SZG01924         -1.686e+00  4.953e-02   -34.048  < 2e-16 ***
DESTIN_SZG01937          2.181e-01  4.652e-02     4.688 2.76e-06 ***
DESTIN_SZG01938          1.025e+00  4.612e-02    22.217  < 2e-16 ***
DESTIN_SZG01939         -1.124e-01  4.660e-02    -2.411 0.015889 *  
DESTIN_SZG01942         -8.388e-01  5.004e-02   -16.765  < 2e-16 ***
DESTIN_SZG01959         -1.326e-01  4.680e-02    -2.834 0.004598 ** 
DESTIN_SZG01960          2.128e+00  4.597e-02    46.289  < 2e-16 ***
DESTIN_SZG01961         -6.314e-01  4.697e-02   -13.442  < 2e-16 ***
DESTIN_SZG01962          2.520e-01  4.631e-02     5.441 5.31e-08 ***
DESTIN_SZG01964          1.022e+00  4.724e-02    21.635  < 2e-16 ***
DESTIN_SZG01979          1.927e-01  4.667e-02     4.129 3.65e-05 ***
DESTIN_SZG01980          1.258e-01  4.637e-02     2.714 0.006655 ** 
DESTIN_SZG01981         -4.308e-03  4.647e-02    -0.093 0.926128    
DESTIN_SZG01982          4.005e-01  4.644e-02     8.624  < 2e-16 ***
DESTIN_SZG01983          2.227e-01  4.631e-02     4.808 1.52e-06 ***
DESTIN_SZG01984          2.679e-01  4.633e-02     5.783 7.35e-09 ***
DESTIN_SZG01985          4.943e-01  4.625e-02    10.688  < 2e-16 ***
DESTIN_SZG02001          2.317e-01  4.637e-02     4.996 5.85e-07 ***
DESTIN_SZG02002          4.273e-01  4.617e-02     9.255  < 2e-16 ***
DESTIN_SZG02003          8.403e-01  4.611e-02    18.225  < 2e-16 ***
DESTIN_SZG02004          1.066e+00  4.609e-02    23.133  < 2e-16 ***
DESTIN_SZG02005          7.316e-02  4.633e-02     1.579 0.114328    
DESTIN_SZG02006          1.092e+00  4.612e-02    23.681  < 2e-16 ***
DESTIN_SZG02007         -2.146e+00  5.378e-02   -39.897  < 2e-16 ***
DESTIN_SZG02022          9.153e-01  4.634e-02    19.754  < 2e-16 ***
DESTIN_SZG02023          7.184e-01  4.614e-02    15.568  < 2e-16 ***
DESTIN_SZG02024          9.619e-01  4.607e-02    20.879  < 2e-16 ***
DESTIN_SZG02025         -1.668e-01  4.636e-02    -3.598 0.000320 ***
DESTIN_SZG02026         -8.621e-01  4.725e-02   -18.244  < 2e-16 ***
DESTIN_SZG02027          9.764e-01  4.611e-02    21.173  < 2e-16 ***
DESTIN_SZG02043         -5.238e-01  4.716e-02   -11.108  < 2e-16 ***
DESTIN_SZG02044          1.945e-01  4.631e-02     4.200 2.67e-05 ***
DESTIN_SZG02045         -5.070e-01  4.743e-02   -10.689  < 2e-16 ***
DESTIN_SZG02046          1.004e+00  4.604e-02    21.800  < 2e-16 ***
DESTIN_SZG02047         -7.549e-01  4.677e-02   -16.140  < 2e-16 ***
DESTIN_SZG02048         -5.275e-01  4.664e-02   -11.309  < 2e-16 ***
DESTIN_SZG02049         -2.313e+00  5.338e-02   -43.329  < 2e-16 ***
DESTIN_SZG02064          1.850e-01  4.646e-02     3.983 6.82e-05 ***
DESTIN_SZG02065         -1.384e-01  4.654e-02    -2.975 0.002932 ** 
DESTIN_SZG02066         -2.194e+00  5.552e-02   -39.514  < 2e-16 ***
DESTIN_SZG02067          2.391e+00  4.596e-02    52.015  < 2e-16 ***
DESTIN_SZG02068         -6.619e-01  4.755e-02   -13.918  < 2e-16 ***
DESTIN_SZG02069         -2.716e-01  4.661e-02    -5.827 5.64e-09 ***
DESTIN_SZG02085          1.655e-01  4.656e-02     3.554 0.000380 ***
DESTIN_SZG02086          1.523e+00  4.605e-02    33.070  < 2e-16 ***
DESTIN_SZG02087          1.188e+00  4.608e-02    25.778  < 2e-16 ***
DESTIN_SZG02088         -5.663e-03  4.625e-02    -0.122 0.902541    
DESTIN_SZG02089         -5.242e-01  4.677e-02   -11.206  < 2e-16 ***
DESTIN_SZG02090          2.091e+00  4.598e-02    45.470  < 2e-16 ***
DESTIN_SZG02091         -2.781e+00  7.689e-02   -36.173  < 2e-16 ***
DESTIN_SZG02105          8.041e-01  8.827e-02     9.110  < 2e-16 ***
DESTIN_SZG02106         -1.179e+00  4.832e-02   -24.395  < 2e-16 ***
DESTIN_SZG02107          1.459e+00  4.606e-02    31.681  < 2e-16 ***
DESTIN_SZG02108          9.645e-01  4.613e-02    20.908  < 2e-16 ***
DESTIN_SZG02109         -2.686e-01  4.635e-02    -5.795 6.81e-09 ***
DESTIN_SZG02110         -1.016e+00  4.740e-02   -21.434  < 2e-16 ***
DESTIN_SZG02111         -1.937e+00  5.643e-02   -34.331  < 2e-16 ***
DESTIN_SZG02128          5.081e-01  4.680e-02    10.857  < 2e-16 ***
DESTIN_SZG02129          1.730e-01  4.693e-02     3.687 0.000227 ***
DESTIN_SZG02130          1.019e-01  4.622e-02     2.204 0.027522 *  
DESTIN_SZG02131         -1.184e-02  4.647e-02    -0.255 0.798859    
DESTIN_SZG02132         -1.569e-01  4.648e-02    -3.376 0.000735 ***
DESTIN_SZG02148         -1.202e-01  4.801e-02    -2.503 0.012318 *  
DESTIN_SZG02149         -4.260e-01  4.714e-02    -9.037  < 2e-16 ***
DESTIN_SZG02150         -1.440e-01  4.658e-02    -3.093 0.001984 ** 
DESTIN_SZG02151          1.486e+00  4.601e-02    32.290  < 2e-16 ***
DESTIN_SZG02152          4.785e-01  4.619e-02    10.358  < 2e-16 ***
DESTIN_SZG02153         -6.765e-01  4.723e-02   -14.323  < 2e-16 ***
DESTIN_SZG02171          7.332e-01  4.621e-02    15.866  < 2e-16 ***
DESTIN_SZG02172         -9.950e-01  4.726e-02   -21.056  < 2e-16 ***
DESTIN_SZG02173         -4.338e-01  4.649e-02    -9.331  < 2e-16 ***
DESTIN_SZG02174          1.841e-01  4.641e-02     3.967 7.27e-05 ***
DESTIN_SZG02191          9.757e-01  4.648e-02    20.990  < 2e-16 ***
DESTIN_SZG02192         -3.302e-01  4.711e-02    -7.008 2.41e-12 ***
DESTIN_SZG02193          3.160e-01  4.630e-02     6.824 8.86e-12 ***
DESTIN_SZG02194          2.614e-01  4.627e-02     5.650 1.60e-08 ***
DESTIN_SZG02195         -8.409e-01  5.704e-02   -14.743  < 2e-16 ***
DESTIN_SZG02212          1.150e+00  4.778e-02    24.071  < 2e-16 ***
DESTIN_SZG02213          6.453e-01  4.661e-02    13.844  < 2e-16 ***
DESTIN_SZG02214          1.346e+00  4.641e-02    29.004  < 2e-16 ***
DESTIN_SZG02215         -3.982e-01  4.682e-02    -8.505  < 2e-16 ***
DESTIN_SZG02216          5.080e-01  4.628e-02    10.976  < 2e-16 ***
DESTIN_SZG02233          1.213e+00  4.691e-02    25.862  < 2e-16 ***
DESTIN_SZG02234          1.609e+00  4.661e-02    34.521  < 2e-16 ***
DESTIN_SZG02235          5.069e-01  4.678e-02    10.836  < 2e-16 ***
DESTIN_SZG02236         -9.746e-01  4.784e-02   -20.373  < 2e-16 ***
DESTIN_SZG02237          4.201e-01  4.731e-02     8.880  < 2e-16 ***
DESTIN_SZG02256          4.983e-01  4.757e-02    10.475  < 2e-16 ***
DESTIN_SZG02257         -1.669e+00  5.269e-02   -31.681  < 2e-16 ***
DESTIN_SZG02258          2.263e-01  4.649e-02     4.867 1.13e-06 ***
DESTIN_SZG02259          1.280e+00  4.699e-02    27.236  < 2e-16 ***
DESTIN_SZG02277         -3.818e-01  5.206e-02    -7.335 2.22e-13 ***
DESTIN_SZG02278         -3.250e-01  4.849e-02    -6.703 2.04e-11 ***
DESTIN_SZG02279          4.261e-01  4.649e-02     9.166  < 2e-16 ***
DESTIN_SZG02280         -1.012e+00  5.579e-02   -18.140  < 2e-16 ***
DESTIN_SZG02297         -2.411e-01  4.862e-02    -4.960 7.05e-07 ***
DESTIN_SZG02300         -5.702e-01  4.997e-02   -11.410  < 2e-16 ***
DESTIN_SZG02301          3.453e-02  4.694e-02     0.736 0.461929    
DESTIN_SZG02318          1.744e+00  4.624e-02    37.725  < 2e-16 ***
DESTIN_SZG02319          1.807e+00  4.618e-02    39.128  < 2e-16 ***
DESTIN_SZG02322          4.058e-01  4.685e-02     8.662  < 2e-16 ***
DESTIN_SZG02337          1.463e+00  4.847e-02    30.191  < 2e-16 ***
DESTIN_SZG02341          1.991e+00  4.617e-02    43.125  < 2e-16 ***
DESTIN_SZG02343         -4.269e-01  4.762e-02    -8.966  < 2e-16 ***
DESTIN_SZG02361          8.567e-01  4.672e-02    18.336  < 2e-16 ***
DESTIN_SZG02364         -1.511e+00  5.461e-02   -27.667  < 2e-16 ***
DESTIN_SZG02379          6.551e-01  5.228e-02    12.531  < 2e-16 ***
DESTIN_SZG02384          1.483e+00  4.638e-02    31.972  < 2e-16 ***
DESTIN_SZG02405          2.103e+00  4.615e-02    45.569  < 2e-16 ***
DESTIN_SZG02406         -9.463e-01  5.177e-02   -18.280  < 2e-16 ***
DESTIN_SZG02426          1.482e+00  4.721e-02    31.389  < 2e-16 ***
DESTIN_SZG02427          1.708e+00  4.639e-02    36.831  < 2e-16 ***
DESTIN_SZG02505          2.017e+00  4.936e-02    40.856  < 2e-16 ***
log(ORIG_BUSSTOP_COUNT)  2.687e-01  5.167e-04   520.049  < 2e-16 ***
log(ORIG_TEXIT_COUNT)    3.076e-01  3.274e-04   939.640  < 2e-16 ***
log(ORIG_HDB_COUNT)      3.699e-01  1.822e-04  2030.859  < 2e-16 ***
log(dist)               -1.482e+00  2.634e-04 -5626.382  < 2e-16 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

(Dispersion parameter for poisson family taken to be 1)

    Null deviance: 98771330  on 65139  degrees of freedom
Residual deviance: 34303201  on 64318  degrees of freedom
AIC: 34663046

Number of Fisher Scoring iterations: 8

We can examine how the constraints hold for destinations this time.

CalcRSquared(decSIM$data$MORNING_PEAK, decSIM$fitted.values)
[1] 0.4440809

Analysis

All the propulsive values used in this study has impact the number of trips people take in the morning peak hour. From the result, increases in the busstop, train exit station and hdb are associated with an increase in the number of trips to the destination. The negative coefficient for distance indicates that as the distance increases, the number of trips decreases, is expected.

Doubly constrained

In this section, we will fit a doubly constrained SIM by using the code chunk below.

dbcSIM <- glm(formula = MORNING_PEAK ~ 
                ORIGIN_SZ + 
                DESTIN_SZ + 
                log(dist),
              family = poisson(link = "log"),
              data = SIM_data,
              na.action = na.exclude)
summary(dbcSIM)

Call:
glm(formula = MORNING_PEAK ~ ORIGIN_SZ + DESTIN_SZ + log(dist), 
    family = poisson(link = "log"), data = SIM_data, na.action = na.exclude)

Coefficients:
                  Estimate Std. Error   z value Pr(>|z|)    
(Intercept)     15.4942090  0.1103022   140.471  < 2e-16 ***
ORIGIN_SZG00044 -2.2261649  0.1714014   -12.988  < 2e-16 ***
ORIGIN_SZG00046 -0.9391965  0.1331280    -7.055 1.73e-12 ***
ORIGIN_SZG00066 -1.6333096  0.1603154   -10.188  < 2e-16 ***
ORIGIN_SZG00067  1.2322059  0.1029843    11.965  < 2e-16 ***
ORIGIN_SZG00068 -1.6039500  0.1639164    -9.785  < 2e-16 ***
ORIGIN_SZG00086 -0.9148277  0.1229765    -7.439 1.01e-13 ***
ORIGIN_SZG00087 -0.1331171  0.1293397    -1.029 0.303383    
ORIGIN_SZG00088  1.8650144  0.1015745    18.361  < 2e-16 ***
ORIGIN_SZG00089  0.3037941  0.1122312     2.707 0.006792 ** 
ORIGIN_SZG00090  0.4332718  0.1664561     2.603 0.009243 ** 
ORIGIN_SZG00109 -0.0501938  0.1414406    -0.355 0.722683    
ORIGIN_SZG00110  0.2439160  0.1236881     1.972 0.048607 *  
ORIGIN_SZG00111  3.6693504  0.1012040    36.257  < 2e-16 ***
ORIGIN_SZG00112 -0.4720571  0.1191661    -3.961 7.45e-05 ***
ORIGIN_SZG00128  2.8173803  0.1045258    26.954  < 2e-16 ***
ORIGIN_SZG00129 -0.2095342  0.2144718    -0.977 0.328580    
ORIGIN_SZG00130 -0.0932297  0.1172665    -0.795 0.426599    
ORIGIN_SZG00131  0.0548677  0.1065627     0.515 0.606632    
ORIGIN_SZG00132 -0.1650509  0.1112830    -1.483 0.138031    
ORIGIN_SZG00133  0.6478961  0.1070772     6.051 1.44e-09 ***
ORIGIN_SZG00134  3.5920244  0.1037597    34.619  < 2e-16 ***
ORIGIN_SZG00150  3.7030609  0.1024235    36.154  < 2e-16 ***
ORIGIN_SZG00151  0.7121524  0.1164906     6.113 9.75e-10 ***
ORIGIN_SZG00152  0.1702301  0.1294176     1.315 0.188391    
ORIGIN_SZG00153  0.9277519  0.1088952     8.520  < 2e-16 ***
ORIGIN_SZG00154  3.5888818  0.1005865    35.680  < 2e-16 ***
ORIGIN_SZG00155  0.7950126  0.1054865     7.537 4.82e-14 ***
ORIGIN_SZG00156  1.6997660  0.1076343    15.792  < 2e-16 ***
ORIGIN_SZG00172  1.7857644  0.1262030    14.150  < 2e-16 ***
ORIGIN_SZG00174  0.6816211  0.1108080     6.151 7.68e-10 ***
ORIGIN_SZG00175  3.4584193  0.1009408    34.262  < 2e-16 ***
ORIGIN_SZG00176  4.3716371  0.1004260    43.531  < 2e-16 ***
ORIGIN_SZG00195 -0.5653621  0.1291233    -4.378 1.20e-05 ***
ORIGIN_SZG00196  0.3829824  0.1088526     3.518 0.000434 ***
ORIGIN_SZG00197 -0.1734698  0.1488434    -1.165 0.243836    
ORIGIN_SZG00215  0.7152806  0.1300940     5.498 3.84e-08 ***
ORIGIN_SZG00216  4.8326685  0.1006133    48.032  < 2e-16 ***
ORIGIN_SZG00217  2.0536397  0.1024824    20.039  < 2e-16 ***
ORIGIN_SZG00237 -0.7852855  0.1857893    -4.227 2.37e-05 ***
ORIGIN_SZG00238  0.8727845  0.1126938     7.745 9.58e-15 ***
ORIGIN_SZG00239  0.1656299  0.1874028     0.884 0.376795    
ORIGIN_SZG00257 -0.2848797  0.1155207    -2.466 0.013661 *  
ORIGIN_SZG00258  1.6611126  0.1040811    15.960  < 2e-16 ***
ORIGIN_SZG00259  1.0011388  0.1082591     9.248  < 2e-16 ***
ORIGIN_SZG00278  0.4728009  0.1078236     4.385 1.16e-05 ***
ORIGIN_SZG00279  0.1461150  0.1093553     1.336 0.181501    
ORIGIN_SZG00280  0.7239146  0.1101490     6.572 4.96e-11 ***
ORIGIN_SZG00298 -2.9826533  0.3484528    -8.560  < 2e-16 ***
ORIGIN_SZG00299 -0.3403259  0.1122081    -3.033 0.002421 ** 
ORIGIN_SZG00300  3.6162468  0.1008458    35.859  < 2e-16 ***
ORIGIN_SZG00320 -1.1529101  0.1191018    -9.680  < 2e-16 ***
ORIGIN_SZG00321  0.8854067  0.1233891     7.176 7.19e-13 ***
ORIGIN_SZG00322  1.4506023  0.1107550    13.097  < 2e-16 ***
ORIGIN_SZG00340  1.2379446  0.1043173    11.867  < 2e-16 ***
ORIGIN_SZG00341 -0.4339660  0.1098381    -3.951 7.78e-05 ***
ORIGIN_SZG00342  0.7915909  0.1086123     7.288 3.14e-13 ***
ORIGIN_SZG00363  0.9180813  0.1071693     8.567  < 2e-16 ***
ORIGIN_SZG00364  1.7132673  0.1039538    16.481  < 2e-16 ***
ORIGIN_SZG00383  0.6494891  0.1052656     6.170 6.83e-10 ***
ORIGIN_SZG00384 -0.0679253  0.1131947    -0.600 0.548456    
ORIGIN_SZG00385  1.1744545  0.1105927    10.620  < 2e-16 ***
ORIGIN_SZG00404  1.4131898  0.1062469    13.301  < 2e-16 ***
ORIGIN_SZG00405 -0.0003367  0.1116602    -0.003 0.997594    
ORIGIN_SZG00406  5.5525520  0.1004899    55.255  < 2e-16 ***
ORIGIN_SZG00407  1.5048962  0.1103105    13.642  < 2e-16 ***
ORIGIN_SZG00408  2.2741472  0.1030831    22.061  < 2e-16 ***
ORIGIN_SZG00425 -1.1069089  0.1337216    -8.278  < 2e-16 ***
ORIGIN_SZG00426  0.8811736  0.1047303     8.414  < 2e-16 ***
ORIGIN_SZG00427  0.7188642  0.1065115     6.749 1.49e-11 ***
ORIGIN_SZG00428  0.4585322  0.1271503     3.606 0.000311 ***
ORIGIN_SZG00429  1.5170898  0.1030662    14.720  < 2e-16 ***
ORIGIN_SZG00446  0.3995715  0.1166063     3.427 0.000611 ***
ORIGIN_SZG00447  0.0396371  0.1099247     0.361 0.718410    
ORIGIN_SZG00448  1.4076206  0.1042769    13.499  < 2e-16 ***
ORIGIN_SZG00449  4.7171668  0.1006893    46.849  < 2e-16 ***
ORIGIN_SZG00450  1.5420782  0.1024164    15.057  < 2e-16 ***
ORIGIN_SZG00468  1.6620068  0.1042315    15.945  < 2e-16 ***
ORIGIN_SZG00469  2.3395126  0.1019933    22.938  < 2e-16 ***
ORIGIN_SZG00470  4.7027682  0.1006175    46.739  < 2e-16 ***
ORIGIN_SZG00471  2.5396738  0.1018140    24.944  < 2e-16 ***
ORIGIN_SZG00488  0.1886708  0.1158543     1.629 0.103415    
ORIGIN_SZG00489 -1.3977461  0.2695129    -5.186 2.15e-07 ***
ORIGIN_SZG00490  3.2397857  0.1011340    32.035  < 2e-16 ***
ORIGIN_SZG00491  3.7271659  0.1007717    36.986  < 2e-16 ***
ORIGIN_SZG00493 -0.9359380  0.1713299    -5.463 4.69e-08 ***
ORIGIN_SZG00494  1.0467349  0.1165886     8.978  < 2e-16 ***
ORIGIN_SZG00509  0.3275382  0.1061067     3.087 0.002023 ** 
ORIGIN_SZG00510  0.9203041  0.1035195     8.890  < 2e-16 ***
ORIGIN_SZG00511  2.6551949  0.1010501    26.276  < 2e-16 ***
ORIGIN_SZG00512  5.2569915  0.1005496    52.283  < 2e-16 ***
ORIGIN_SZG00513  1.8380375  0.1033583    17.783  < 2e-16 ***
ORIGIN_SZG00514  1.6921683  0.1070905    15.801  < 2e-16 ***
ORIGIN_SZG00515  0.1442498  0.1703974     0.847 0.397247    
ORIGIN_SZG00530 -0.7243171  0.1290900    -5.611 2.01e-08 ***
ORIGIN_SZG00531  1.4649529  0.1026016    14.278  < 2e-16 ***
ORIGIN_SZG00532  1.1321610  0.1030966    10.982  < 2e-16 ***
ORIGIN_SZG00533  4.9659337  0.1005495    49.388  < 2e-16 ***
ORIGIN_SZG00534  5.5441306  0.1005663    55.129  < 2e-16 ***
ORIGIN_SZG00536  2.2556561  0.1036769    21.757  < 2e-16 ***
ORIGIN_SZG00537  0.2416097  0.1703028     1.419 0.155985    
ORIGIN_SZG00538  0.1618825  0.2276365     0.711 0.476995    
ORIGIN_SZG00539 -1.0001450  0.5868826    -1.704 0.088350 .  
ORIGIN_SZG00551 -0.7287037  0.1141513    -6.384 1.73e-10 ***
ORIGIN_SZG00552  1.7703811  0.1070876    16.532  < 2e-16 ***
ORIGIN_SZG00553  1.2627395  0.1022665    12.348  < 2e-16 ***
ORIGIN_SZG00554  4.8703944  0.1005596    48.433  < 2e-16 ***
ORIGIN_SZG00555  4.2979333  0.1007491    42.660  < 2e-16 ***
ORIGIN_SZG00559  0.7700466  0.1374366     5.603 2.11e-08 ***
ORIGIN_SZG00560  3.1402743  0.1112643    28.224  < 2e-16 ***
ORIGIN_SZG00572 -1.9278363  0.2454531    -7.854 4.02e-15 ***
ORIGIN_SZG00573 -0.2029375  0.1095985    -1.852 0.064077 .  
ORIGIN_SZG00574  1.3123306  0.1067832    12.290  < 2e-16 ***
ORIGIN_SZG00575  5.9738460  0.1005239    59.427  < 2e-16 ***
ORIGIN_SZG00576  4.5204334  0.1006213    44.925  < 2e-16 ***
ORIGIN_SZG00578 -0.2018923  0.1470308    -1.373 0.169712    
ORIGIN_SZG00582  0.1228583  0.1471102     0.835 0.403636    
ORIGIN_SZG00583 -0.0166328  0.2208708    -0.075 0.939972    
ORIGIN_SZG00584  3.3493055  0.1148029    29.174  < 2e-16 ***
ORIGIN_SZG00593  1.1378569  0.1120740    10.153  < 2e-16 ***
ORIGIN_SZG00594  0.9422287  0.1038451     9.073  < 2e-16 ***
ORIGIN_SZG00595  1.1481337  0.1024266    11.209  < 2e-16 ***
ORIGIN_SZG00596  4.2675466  0.1005919    42.424  < 2e-16 ***
ORIGIN_SZG00597  1.4906151  0.1164873    12.796  < 2e-16 ***
ORIGIN_SZG00603  0.7593388  0.1482793     5.121 3.04e-07 ***
ORIGIN_SZG00604 -1.0145959  0.2862761    -3.544 0.000394 ***
ORIGIN_SZG00615 -0.2814000  0.1097136    -2.565 0.010322 *  
ORIGIN_SZG00616  0.8461527  0.1046263     8.087 6.10e-16 ***
ORIGIN_SZG00617  1.6794348  0.1019926    16.466  < 2e-16 ***
ORIGIN_SZG00618  4.9327663  0.1005746    49.046  < 2e-16 ***
ORIGIN_SZG00620  1.9811727  0.1056358    18.755  < 2e-16 ***
ORIGIN_SZG00637  0.5563318  0.1078849     5.157 2.51e-07 ***
ORIGIN_SZG00638  4.4033437  0.1005901    43.775  < 2e-16 ***
ORIGIN_SZG00657  2.2696835  0.1018305    22.289  < 2e-16 ***
ORIGIN_SZG00658  3.7323019  0.1007093    37.060  < 2e-16 ***
ORIGIN_SZG00659  3.9545616  0.1006506    39.290  < 2e-16 ***
ORIGIN_SZG00660  5.1271607  0.1005604    50.986  < 2e-16 ***
ORIGIN_SZG00662  5.0414772  0.1007991    50.015  < 2e-16 ***
ORIGIN_SZG00677  2.1684454  0.1030260    21.048  < 2e-16 ***
ORIGIN_SZG00678  0.0845926  0.1095712     0.772 0.440095    
ORIGIN_SZG00679  4.9604070  0.1005732    49.321  < 2e-16 ***
ORIGIN_SZG00680  5.2101281  0.1005711    51.805  < 2e-16 ***
ORIGIN_SZG00681  3.9174221  0.1008596    38.840  < 2e-16 ***
ORIGIN_SZG00699  1.7055648  0.1029158    16.572  < 2e-16 ***
ORIGIN_SZG00700  3.9039968  0.1006914    38.772  < 2e-16 ***
ORIGIN_SZG00701  3.8156223  0.1006949    37.893  < 2e-16 ***
ORIGIN_SZG00702  4.9258333  0.1005684    48.980  < 2e-16 ***
ORIGIN_SZG00704  1.9681949  0.1054923    18.657  < 2e-16 ***
ORIGIN_SZG00722  1.7613477  0.1020852    17.254  < 2e-16 ***
ORIGIN_SZG00725  1.2662960  0.1095636    11.558  < 2e-16 ***
ORIGIN_SZG00741  2.1878381  0.1018608    21.479  < 2e-16 ***
ORIGIN_SZG00743  2.4482198  0.1012555    24.179  < 2e-16 ***
ORIGIN_SZG00744  4.5108606  0.1006059    44.837  < 2e-16 ***
ORIGIN_SZG00761  1.6449142  0.1041596    15.792  < 2e-16 ***
ORIGIN_SZG00762  3.6988897  0.1007665    36.708  < 2e-16 ***
ORIGIN_SZG00763  0.8957865  0.1042256     8.595  < 2e-16 ***
ORIGIN_SZG00764  5.0120561  0.1005672    49.838  < 2e-16 ***
ORIGIN_SZG00765  3.9739889  0.1008402    39.409  < 2e-16 ***
ORIGIN_SZG00767  6.0308148  0.1005877    59.956  < 2e-16 ***
ORIGIN_SZG00772  0.7915610  0.1238393     6.392 1.64e-10 ***
ORIGIN_SZG00784  1.0636164  0.1032117    10.305  < 2e-16 ***
ORIGIN_SZG00785  4.0946407  0.1006039    40.701  < 2e-16 ***
ORIGIN_SZG00786  3.8363878  0.1006878    38.102  < 2e-16 ***
ORIGIN_SZG00787  4.4563453  0.1007697    44.223  < 2e-16 ***
ORIGIN_SZG00788  5.2675152  0.1006591    52.330  < 2e-16 ***
ORIGIN_SZG00789  3.6692953  0.1010627    36.307  < 2e-16 ***
ORIGIN_SZG00803  0.1119448  0.1117774     1.001 0.316586    
ORIGIN_SZG00804  4.7324048  0.1006013    47.041  < 2e-16 ***
ORIGIN_SZG00805  4.7216773  0.1005703    46.949  < 2e-16 ***
ORIGIN_SZG00806  4.4270158  0.1006022    44.005  < 2e-16 ***
ORIGIN_SZG00807  5.3494347  0.1006093    53.170  < 2e-16 ***
ORIGIN_SZG00808  3.6632271  0.1011000    36.234  < 2e-16 ***
ORIGIN_SZG00809  5.4114102  0.1005779    53.803  < 2e-16 ***
ORIGIN_SZG00810  4.7106516  0.1006824    46.787  < 2e-16 ***
ORIGIN_SZG00814  2.5813746  0.1043762    24.731  < 2e-16 ***
ORIGIN_SZG00819  3.7573726  0.1023103    36.725  < 2e-16 ***
ORIGIN_SZG00824  0.7845824  0.1076410     7.289 3.13e-13 ***
ORIGIN_SZG00826  2.3939989  0.1010036    23.702  < 2e-16 ***
ORIGIN_SZG00827  4.3843128  0.1005879    43.587  < 2e-16 ***
ORIGIN_SZG00828  4.7832152  0.1005804    47.556  < 2e-16 ***
ORIGIN_SZG00829  4.8453948  0.1006168    48.157  < 2e-16 ***
ORIGIN_SZG00830  5.0537742  0.1006507    50.211  < 2e-16 ***
ORIGIN_SZG00831  5.9455710  0.1005600    59.125  < 2e-16 ***
ORIGIN_SZG00832  5.1437219  0.1007245    51.067  < 2e-16 ***
ORIGIN_SZG00835  2.1093464  0.1048150    20.124  < 2e-16 ***
ORIGIN_SZG00844 -0.4288131  0.1272128    -3.371 0.000749 ***
ORIGIN_SZG00846  3.8496208  0.1006479    38.248  < 2e-16 ***
ORIGIN_SZG00847  2.9208313  0.1009016    28.947  < 2e-16 ***
ORIGIN_SZG00848  4.1675120  0.1006243    41.417  < 2e-16 ***
ORIGIN_SZG00849  3.3630412  0.1008133    33.359  < 2e-16 ***
ORIGIN_SZG00850  4.3381665  0.1006588    43.098  < 2e-16 ***
ORIGIN_SZG00851  4.8468264  0.1006018    48.178  < 2e-16 ***
ORIGIN_SZG00852  4.4104691  0.1007084    43.794  < 2e-16 ***
ORIGIN_SZG00853  6.3587745  0.1006147    63.199  < 2e-16 ***
ORIGIN_SZG00854  2.6271052  0.1038396    25.300  < 2e-16 ***
ORIGIN_SZG00855  1.2641323  0.1095569    11.539  < 2e-16 ***
ORIGIN_SZG00856  3.0379069  0.1022061    29.723  < 2e-16 ***
ORIGIN_SZG00866  1.2864716  0.1054809    12.196  < 2e-16 ***
ORIGIN_SZG00867  2.5970476  0.1012045    25.661  < 2e-16 ***
ORIGIN_SZG00868  1.8559576  0.1020438    18.188  < 2e-16 ***
ORIGIN_SZG00869  4.5150874  0.1006889    44.842  < 2e-16 ***
ORIGIN_SZG00870  5.3036640  0.1005567    52.743  < 2e-16 ***
ORIGIN_SZG00871  5.1894994  0.1006909    51.539  < 2e-16 ***
ORIGIN_SZG00872  3.1148161  0.1010899    30.812  < 2e-16 ***
ORIGIN_SZG00873  3.2662891  0.1010169    32.334  < 2e-16 ***
ORIGIN_SZG00874  3.5449962  0.1008418    35.154  < 2e-16 ***
ORIGIN_SZG00875  0.7112481  0.1237798     5.746 9.13e-09 ***
ORIGIN_SZG00876  1.5339406  0.1053739    14.557  < 2e-16 ***
ORIGIN_SZG00877  1.1387915  0.1082649    10.519  < 2e-16 ***
ORIGIN_SZG00887  2.0429239  0.1014074    20.146  < 2e-16 ***
ORIGIN_SZG00888  3.5512800  0.1007423    35.251  < 2e-16 ***
ORIGIN_SZG00889  0.3269565  0.1060716     3.082 0.002053 ** 
ORIGIN_SZG00890  4.7508565  0.1005798    47.235  < 2e-16 ***
ORIGIN_SZG00891  3.4519903  0.1011463    34.129  < 2e-16 ***
ORIGIN_SZG00893  4.9184992  0.1005913    48.896  < 2e-16 ***
ORIGIN_SZG00894  3.0137311  0.1010976    29.810  < 2e-16 ***
ORIGIN_SZG00895  2.5850442  0.1016548    25.430  < 2e-16 ***
ORIGIN_SZG00896  1.6654076  0.1036654    16.065  < 2e-16 ***
ORIGIN_SZG00897 -0.2691737  0.1191474    -2.259 0.023873 *  
ORIGIN_SZG00898  2.0529759  0.1046946    19.609  < 2e-16 ***
ORIGIN_SZG00908  3.5135254  0.1012258    34.710  < 2e-16 ***
ORIGIN_SZG00909  3.5441360  0.1006670    35.207  < 2e-16 ***
ORIGIN_SZG00910  1.4854581  0.1019617    14.569  < 2e-16 ***
ORIGIN_SZG00911  2.9615485  0.1008834    29.356  < 2e-16 ***
ORIGIN_SZG00912  4.4820952  0.1006017    44.553  < 2e-16 ***
ORIGIN_SZG00915  4.7869122  0.1006048    47.581  < 2e-16 ***
ORIGIN_SZG00917  4.2028403  0.1007856    41.701  < 2e-16 ***
ORIGIN_SZG00918  0.7838437  0.1068266     7.338 2.18e-13 ***
ORIGIN_SZG00919  3.3396731  0.1009324    33.088  < 2e-16 ***
ORIGIN_SZG00928  2.4362509  0.1014081    24.024  < 2e-16 ***
ORIGIN_SZG00929  3.9127436  0.1006137    38.889  < 2e-16 ***
ORIGIN_SZG00930  4.7916755  0.1005583    47.651  < 2e-16 ***
ORIGIN_SZG00931  1.7763058  0.1018649    17.438  < 2e-16 ***
ORIGIN_SZG00932  2.1881361  0.1020062    21.451  < 2e-16 ***
ORIGIN_SZG00933  4.3777841  0.1006640    43.489  < 2e-16 ***
ORIGIN_SZG00934  1.9483070  0.1019559    19.109  < 2e-16 ***
ORIGIN_SZG00935  5.6731710  0.1005582    56.417  < 2e-16 ***
ORIGIN_SZG00938 -1.7344343  0.2357479    -7.357 1.88e-13 ***
ORIGIN_SZG00939  5.6960605  0.1005975    56.622  < 2e-16 ***
ORIGIN_SZG00940 -0.1018339  0.1172587    -0.868 0.385146    
ORIGIN_SZG00949  2.3287563  0.1012948    22.990  < 2e-16 ***
ORIGIN_SZG00950  4.3888967  0.1006276    43.615  < 2e-16 ***
ORIGIN_SZG00951  5.2501439  0.1005485    52.215  < 2e-16 ***
ORIGIN_SZG00952  1.8894066  0.1026523    18.406  < 2e-16 ***
ORIGIN_SZG00953  3.1315037  0.1009435    31.022  < 2e-16 ***
ORIGIN_SZG00954  1.9710568  0.1018615    19.350  < 2e-16 ***
ORIGIN_SZG00955  4.2369251  0.1006643    42.090  < 2e-16 ***
ORIGIN_SZG00956  2.6426587  0.1011420    26.128  < 2e-16 ***
ORIGIN_SZG00957  4.8216620  0.1006713    47.895  < 2e-16 ***
ORIGIN_SZG00959  0.8787792  0.1116129     7.873 3.45e-15 ***
ORIGIN_SZG00961  0.8632570  0.1048437     8.234  < 2e-16 ***
ORIGIN_SZG00962  6.1635585  0.1007091    61.202  < 2e-16 ***
ORIGIN_SZG00970  2.7119255  0.1008204    26.899  < 2e-16 ***
ORIGIN_SZG00971  4.1036472  0.1005827    40.799  < 2e-16 ***
ORIGIN_SZG00972  3.9205364  0.1006195    38.964  < 2e-16 ***
ORIGIN_SZG00974  3.6082469  0.1007708    35.806  < 2e-16 ***
ORIGIN_SZG00975  3.2635133  0.1008920    32.347  < 2e-16 ***
ORIGIN_SZG00976  1.9476539  0.1018809    19.117  < 2e-16 ***
ORIGIN_SZG00977  5.1607163  0.1005811    51.309  < 2e-16 ***
ORIGIN_SZG00978  5.0266799  0.1007509    49.892  < 2e-16 ***
ORIGIN_SZG00982  2.1990302  0.1015305    21.659  < 2e-16 ***
ORIGIN_SZG00983  6.8141507  0.1005966    67.737  < 2e-16 ***
ORIGIN_SZG00984  5.0353031  0.1011321    49.789  < 2e-16 ***
ORIGIN_SZG00991  2.8024577  0.1008936    27.776  < 2e-16 ***
ORIGIN_SZG00992  3.0357174  0.1007417    30.134  < 2e-16 ***
ORIGIN_SZG00993  2.8103440  0.1007735    27.888  < 2e-16 ***
ORIGIN_SZG00994  2.2859327  0.1010870    22.614  < 2e-16 ***
ORIGIN_SZG00995  3.8266654  0.1006617    38.015  < 2e-16 ***
ORIGIN_SZG00996  3.5503660  0.1007839    35.228  < 2e-16 ***
ORIGIN_SZG00997  2.1443020  0.1046655    20.487  < 2e-16 ***
ORIGIN_SZG00998  5.2738556  0.1005865    52.431  < 2e-16 ***
ORIGIN_SZG00999  5.2997039  0.1006642    52.647  < 2e-16 ***
ORIGIN_SZG01001  2.1763698  0.1035112    21.025  < 2e-16 ***
ORIGIN_SZG01003  4.8012988  0.1006096    47.722  < 2e-16 ***
ORIGIN_SZG01004  5.7075755  0.1005758    56.749  < 2e-16 ***
ORIGIN_SZG01011  0.8615325  0.1049362     8.210  < 2e-16 ***
ORIGIN_SZG01012  0.7655994  0.1054270     7.262 3.82e-13 ***
ORIGIN_SZG01013  1.5717475  0.1017470    15.448  < 2e-16 ***
ORIGIN_SZG01014  2.3245677  0.1010668    23.000  < 2e-16 ***
ORIGIN_SZG01015  1.6797880  0.1017476    16.509  < 2e-16 ***
ORIGIN_SZG01016  3.5362049  0.1007572    35.096  < 2e-16 ***
ORIGIN_SZG01018  4.1156439  0.1009920    40.752  < 2e-16 ***
ORIGIN_SZG01019  5.7346211  0.1006259    56.990  < 2e-16 ***
ORIGIN_SZG01023  3.7859701  0.1009481    37.504  < 2e-16 ***
ORIGIN_SZG01024  4.8665393  0.1006196    48.366  < 2e-16 ***
ORIGIN_SZG01025  0.2987243  0.1118953     2.670 0.007592 ** 
ORIGIN_SZG01033  2.2159442  0.1011226    21.913  < 2e-16 ***
ORIGIN_SZG01034  3.1178222  0.1007632    30.942  < 2e-16 ***
ORIGIN_SZG01035  3.8206712  0.1006553    37.958  < 2e-16 ***
ORIGIN_SZG01036  1.9491464  0.1014556    19.212  < 2e-16 ***
ORIGIN_SZG01037  3.1044446  0.1007485    30.814  < 2e-16 ***
ORIGIN_SZG01043  2.1296566  0.1036076    20.555  < 2e-16 ***
ORIGIN_SZG01045  4.5077948  0.1006189    44.801  < 2e-16 ***
ORIGIN_SZG01046  4.4065728  0.1006461    43.783  < 2e-16 ***
ORIGIN_SZG01053  3.6851787  0.1006797    36.603  < 2e-16 ***
ORIGIN_SZG01054  2.6972763  0.1008122    26.755  < 2e-16 ***
ORIGIN_SZG01055  3.7181118  0.1006451    36.943  < 2e-16 ***
ORIGIN_SZG01056  2.7148478  0.1009252    26.900  < 2e-16 ***
ORIGIN_SZG01064 -0.6393570  0.2694891    -2.372 0.017669 *  
ORIGIN_SZG01066  4.2331343  0.1006470    42.059  < 2e-16 ***
ORIGIN_SZG01067  4.3845420  0.1007422    43.522  < 2e-16 ***
ORIGIN_SZG01074  3.0101024  0.1007965    29.863  < 2e-16 ***
ORIGIN_SZG01075  2.3492501  0.1010145    23.257  < 2e-16 ***
ORIGIN_SZG01076  2.4002233  0.1008810    23.793  < 2e-16 ***
ORIGIN_SZG01077  2.5829156  0.1010132    25.570  < 2e-16 ***
ORIGIN_SZG01079  4.1280810  0.1006360    41.020  < 2e-16 ***
ORIGIN_SZG01085 -1.7828070  0.1736594   -10.266  < 2e-16 ***
ORIGIN_SZG01087  4.0911803  0.1006924    40.630  < 2e-16 ***
ORIGIN_SZG01088  2.4712946  0.1012125    24.417  < 2e-16 ***
ORIGIN_SZG01094  1.1019203  0.1095525    10.058  < 2e-16 ***
ORIGIN_SZG01095  0.7387377  0.1057479     6.986 2.83e-12 ***
ORIGIN_SZG01096  2.3789932  0.1025839    23.191  < 2e-16 ***
ORIGIN_SZG01097  4.3884569  0.1005838    43.630  < 2e-16 ***
ORIGIN_SZG01098  2.0303511  0.1021048    19.885  < 2e-16 ***
ORIGIN_SZG01099  3.3924597  0.1007360    33.677  < 2e-16 ***
ORIGIN_SZG01105  1.2038316  0.1177525    10.223  < 2e-16 ***
ORIGIN_SZG01106 -0.3741760  0.1361634    -2.748 0.005996 ** 
ORIGIN_SZG01107  1.8904159  0.1041988    18.142  < 2e-16 ***
ORIGIN_SZG01108  6.1062255  0.1005571    60.724  < 2e-16 ***
ORIGIN_SZG01109  3.0381634  0.1010463    30.067  < 2e-16 ***
ORIGIN_SZG01116  2.7881335  0.1008655    27.642  < 2e-16 ***
ORIGIN_SZG01117  1.4193591  0.1020144    13.913  < 2e-16 ***
ORIGIN_SZG01118  1.5503336  0.1023137    15.153  < 2e-16 ***
ORIGIN_SZG01119  2.7050480  0.1009742    26.789  < 2e-16 ***
ORIGIN_SZG01120  2.6089426  0.1013571    25.740  < 2e-16 ***
ORIGIN_SZG01129  4.4958551  0.1006394    44.673  < 2e-16 ***
ORIGIN_SZG01130  4.5408907  0.1006040    45.136  < 2e-16 ***
ORIGIN_SZG01131  3.4610308  0.1010344    34.256  < 2e-16 ***
ORIGIN_SZG01136  1.6308244  0.1016610    16.042  < 2e-16 ***
ORIGIN_SZG01138  0.8421005  0.1045007     8.058 7.73e-16 ***
ORIGIN_SZG01139  3.5602289  0.1006462    35.374  < 2e-16 ***
ORIGIN_SZG01141  3.5411149  0.1007070    35.163  < 2e-16 ***
ORIGIN_SZG01148  0.9431613  0.1130866     8.340  < 2e-16 ***
ORIGIN_SZG01149  2.4828375  0.1019899    24.344  < 2e-16 ***
ORIGIN_SZG01150  4.7662728  0.1005930    47.382  < 2e-16 ***
ORIGIN_SZG01151  3.6842826  0.1007328    36.575  < 2e-16 ***
ORIGIN_SZG01158  1.9158558  0.1011168    18.947  < 2e-16 ***
ORIGIN_SZG01159  3.3594569  0.1006757    33.369  < 2e-16 ***
ORIGIN_SZG01160  4.3818693  0.1005873    43.563  < 2e-16 ***
ORIGIN_SZG01171  5.3454364  0.1006055    53.133  < 2e-16 ***
ORIGIN_SZG01172  5.2068980  0.1006004    51.758  < 2e-16 ***
ORIGIN_SZG01173  2.4542164  0.1012885    24.230  < 2e-16 ***
ORIGIN_SZG01174 -1.8627986  0.2856057    -6.522 6.92e-11 ***
ORIGIN_SZG01178  2.1531396  0.1010437    21.309  < 2e-16 ***
ORIGIN_SZG01179  2.8475620  0.1007484    28.264  < 2e-16 ***
ORIGIN_SZG01180  3.8996979  0.1006100    38.761  < 2e-16 ***
ORIGIN_SZG01181  3.1881219  0.1007281    31.651  < 2e-16 ***
ORIGIN_SZG01183  2.4843085  0.1011858    24.552  < 2e-16 ***
ORIGIN_SZG01190  1.4336980  0.1114216    12.867  < 2e-16 ***
ORIGIN_SZG01192  4.0842030  0.1007198    40.550  < 2e-16 ***
ORIGIN_SZG01193  4.0801016  0.1006651    40.531  < 2e-16 ***
ORIGIN_SZG01194  2.3646584  0.1014902    23.299  < 2e-16 ***
ORIGIN_SZG01200  2.9124881  0.1007387    28.911  < 2e-16 ***
ORIGIN_SZG01201  2.7714254  0.1007664    27.503  < 2e-16 ***
ORIGIN_SZG01203  3.6559894  0.1006902    36.309  < 2e-16 ***
ORIGIN_SZG01204  3.3363703  0.1007479    33.116  < 2e-16 ***
ORIGIN_SZG01211  0.7097837  0.1343647     5.283 1.27e-07 ***
ORIGIN_SZG01214  4.8011868  0.1006153    47.718  < 2e-16 ***
ORIGIN_SZG01215  1.3353373  0.1080848    12.355  < 2e-16 ***
ORIGIN_SZG01216  0.4241500  0.1083438     3.915 9.05e-05 ***
ORIGIN_SZG01220  3.9391053  0.1006039    39.155  < 2e-16 ***
ORIGIN_SZG01221  3.5882208  0.1006221    35.660  < 2e-16 ***
ORIGIN_SZG01222  3.2746292  0.1009890    32.426  < 2e-16 ***
ORIGIN_SZG01223  1.5654900  0.1018888    15.365  < 2e-16 ***
ORIGIN_SZG01224  2.4725958  0.1010689    24.464  < 2e-16 ***
ORIGIN_SZG01231 -1.5941753  0.2140992    -7.446 9.62e-14 ***
ORIGIN_SZG01232  0.5193924  0.1503710     3.454 0.000552 ***
ORIGIN_SZG01235  2.3169489  0.1014597    22.836  < 2e-16 ***
ORIGIN_SZG01236  2.3398787  0.1014577    23.063  < 2e-16 ***
ORIGIN_SZG01241  2.1946427  0.1010149    21.726  < 2e-16 ***
ORIGIN_SZG01242  2.7639784  0.1007485    27.434  < 2e-16 ***
ORIGIN_SZG01243  3.4399487  0.1006380    34.181  < 2e-16 ***
ORIGIN_SZG01246  2.6671380  0.1009298    26.426  < 2e-16 ***
ORIGIN_SZG01256  3.7288442  0.1008002    36.992  < 2e-16 ***
ORIGIN_SZG01257  4.6261357  0.1006736    45.952  < 2e-16 ***
ORIGIN_SZG01258  2.6233252  0.1015689    25.828  < 2e-16 ***
ORIGIN_SZG01262  2.5356933  0.1008550    25.142  < 2e-16 ***
ORIGIN_SZG01263  3.1306978  0.1006559    31.103  < 2e-16 ***
ORIGIN_SZG01264  2.1596879  0.1012047    21.340  < 2e-16 ***
ORIGIN_SZG01265  1.9565555  0.1014744    19.281  < 2e-16 ***
ORIGIN_SZG01266  3.2672451  0.1008150    32.408  < 2e-16 ***
ORIGIN_SZG01267  1.3853800  0.1039950    13.322  < 2e-16 ***
ORIGIN_SZG01272 -0.9516229  0.1531328    -6.214 5.15e-10 ***
ORIGIN_SZG01273  3.1773778  0.1012367    31.386  < 2e-16 ***
ORIGIN_SZG01277  4.7765841  0.1006148    47.474  < 2e-16 ***
ORIGIN_SZG01278  2.2147342  0.1014672    21.827  < 2e-16 ***
ORIGIN_SZG01283  4.3728596  0.1005924    43.471  < 2e-16 ***
ORIGIN_SZG01284  3.5368710  0.1006344    35.146  < 2e-16 ***
ORIGIN_SZG01285  4.2376876  0.1005788    42.133  < 2e-16 ***
ORIGIN_SZG01286  2.5226863  0.1010196    24.972  < 2e-16 ***
ORIGIN_SZG01289  0.6847130  0.1105531     6.194 5.88e-10 ***
ORIGIN_SZG01293 -0.6771832  0.1343514    -5.040 4.65e-07 ***
ORIGIN_SZG01294  4.6369060  0.1007109    46.042  < 2e-16 ***
ORIGIN_SZG01295  2.1573924  0.1026180    21.024  < 2e-16 ***
ORIGIN_SZG01298  3.7818889  0.1007616    37.533  < 2e-16 ***
ORIGIN_SZG01299  4.1591095  0.1007216    41.293  < 2e-16 ***
ORIGIN_SZG01304  4.1488698  0.1005971    41.242  < 2e-16 ***
ORIGIN_SZG01305  3.5376313  0.1006073    35.163  < 2e-16 ***
ORIGIN_SZG01307  0.0658663  0.1073162     0.614 0.539374    
ORIGIN_SZG01308  3.3992677  0.1007072    33.754  < 2e-16 ***
ORIGIN_SZG01310 -0.6704378  0.1645015    -4.076 4.59e-05 ***
ORIGIN_SZG01316  1.2058422  0.1058481    11.392  < 2e-16 ***
ORIGIN_SZG01317  2.8062876  0.1011490    27.744  < 2e-16 ***
ORIGIN_SZG01318  2.1337689  0.1016801    20.985  < 2e-16 ***
ORIGIN_SZG01319  5.0427695  0.1006065    50.124  < 2e-16 ***
ORIGIN_SZG01320  3.5678436  0.1009262    35.351  < 2e-16 ***
ORIGIN_SZG01325  1.7572704  0.1012647    17.353  < 2e-16 ***
ORIGIN_SZG01326  3.7218367  0.1006052    36.994  < 2e-16 ***
ORIGIN_SZG01327  3.5552634  0.1006220    35.333  < 2e-16 ***
ORIGIN_SZG01328  2.2138347  0.1009565    21.929  < 2e-16 ***
ORIGIN_SZG01329  2.4759936  0.1011817    24.471  < 2e-16 ***
ORIGIN_SZG01330  3.3047511  0.1008446    32.771  < 2e-16 ***
ORIGIN_SZG01331 -1.1694434  0.3178542    -3.679 0.000234 ***
ORIGIN_SZG01333  2.6733161  0.1012512    26.403  < 2e-16 ***
ORIGIN_SZG01334  3.0110889  0.1011438    29.770  < 2e-16 ***
ORIGIN_SZG01335  2.5341729  0.1018630    24.878  < 2e-16 ***
ORIGIN_SZG01336 -0.1400380  0.1469922    -0.953 0.340747    
ORIGIN_SZG01337  0.2538851  0.1117081     2.273 0.023041 *  
ORIGIN_SZG01338 -0.9064720  0.1293545    -7.008 2.42e-12 ***
ORIGIN_SZG01339  4.9731467  0.1005974    49.436  < 2e-16 ***
ORIGIN_SZG01340  3.2768282  0.1009180    32.470  < 2e-16 ***
ORIGIN_SZG01341 -2.2983850  0.7142208    -3.218 0.001291 ** 
ORIGIN_SZG01346  3.4041156  0.1007067    33.802  < 2e-16 ***
ORIGIN_SZG01347  4.3896122  0.1005801    43.643  < 2e-16 ***
ORIGIN_SZG01348  2.8118111  0.1007120    27.919  < 2e-16 ***
ORIGIN_SZG01349  2.6170318  0.1008446    25.951  < 2e-16 ***
ORIGIN_SZG01350  2.7950797  0.1011351    27.637  < 2e-16 ***
ORIGIN_SZG01353  3.0386181  0.1008696    30.124  < 2e-16 ***
ORIGIN_SZG01354  2.5315425  0.1012392    25.006  < 2e-16 ***
ORIGIN_SZG01355  3.3030367  0.1008716    32.745  < 2e-16 ***
ORIGIN_SZG01357  2.3799499  0.1022460    23.277  < 2e-16 ***
ORIGIN_SZG01358  3.6890144  0.1007822    36.604  < 2e-16 ***
ORIGIN_SZG01359  3.9841653  0.1006623    39.580  < 2e-16 ***
ORIGIN_SZG01360  4.0260457  0.1006718    39.992  < 2e-16 ***
ORIGIN_SZG01361  5.1701174  0.1006165    51.384  < 2e-16 ***
ORIGIN_SZG01362  1.1552067  0.1102247    10.480  < 2e-16 ***
ORIGIN_SZG01368  2.2352117  0.1008708    22.159  < 2e-16 ***
ORIGIN_SZG01369  2.0911356  0.1008875    20.727  < 2e-16 ***
ORIGIN_SZG01370  3.2301949  0.1006449    32.095  < 2e-16 ***
ORIGIN_SZG01371  2.5914487  0.1010018    25.657  < 2e-16 ***
ORIGIN_SZG01372  1.8446979  0.1013665    18.198  < 2e-16 ***
ORIGIN_SZG01373  0.3142033  0.1107370     2.837 0.004548 ** 
ORIGIN_SZG01374  2.0840043  0.1012495    20.583  < 2e-16 ***
ORIGIN_SZG01375  3.7097666  0.1008147    36.798  < 2e-16 ***
ORIGIN_SZG01376  3.1125264  0.1012831    30.731  < 2e-16 ***
ORIGIN_SZG01379  1.2716305  0.1062354    11.970  < 2e-16 ***
ORIGIN_SZG01380  5.3852195  0.1005743    53.545  < 2e-16 ***
ORIGIN_SZG01381  4.9553751  0.1006000    49.258  < 2e-16 ***
ORIGIN_SZG01382  4.3555117  0.1007267    43.241  < 2e-16 ***
ORIGIN_SZG01383  1.8101010  0.1033745    17.510  < 2e-16 ***
ORIGIN_SZG01388  2.8297716  0.1007296    28.093  < 2e-16 ***
ORIGIN_SZG01389  1.9751681  0.1009081    19.574  < 2e-16 ***
ORIGIN_SZG01390  2.7372689  0.1007412    27.171  < 2e-16 ***
ORIGIN_SZG01391  2.5523414  0.1008611    25.306  < 2e-16 ***
ORIGIN_SZG01392  2.3263469  0.1017525    22.863  < 2e-16 ***
ORIGIN_SZG01393  1.4950382  0.1016162    14.713  < 2e-16 ***
ORIGIN_SZG01394  2.9156725  0.1007962    28.926  < 2e-16 ***
ORIGIN_SZG01395  3.0189371  0.1007871    29.954  < 2e-16 ***
ORIGIN_SZG01396  4.0574214  0.1006491    40.313  < 2e-16 ***
ORIGIN_SZG01397  4.1244393  0.1006598    40.974  < 2e-16 ***
ORIGIN_SZG01398  3.0388960  0.1011131    30.054  < 2e-16 ***
ORIGIN_SZG01400  4.1431813  0.1007421    41.127  < 2e-16 ***
ORIGIN_SZG01401  4.5209288  0.1006049    44.937  < 2e-16 ***
ORIGIN_SZG01402  4.5384866  0.1006264    45.102  < 2e-16 ***
ORIGIN_SZG01404  4.5958381  0.1016816    45.198  < 2e-16 ***
ORIGIN_SZG01410  3.4327802  0.1006170    34.117  < 2e-16 ***
ORIGIN_SZG01411  2.3498175  0.1008349    23.304  < 2e-16 ***
ORIGIN_SZG01412  2.7045716  0.1007147    26.854  < 2e-16 ***
ORIGIN_SZG01413  3.5845065  0.1006341    35.619  < 2e-16 ***
ORIGIN_SZG01414  2.8870307  0.1007187    28.664  < 2e-16 ***
ORIGIN_SZG01415  2.3954225  0.1009402    23.731  < 2e-16 ***
ORIGIN_SZG01416  3.0340216  0.1007636    30.110  < 2e-16 ***
ORIGIN_SZG01417  3.2423112  0.1007273    32.189  < 2e-16 ***
ORIGIN_SZG01418  4.0263897  0.1006391    40.008  < 2e-16 ***
ORIGIN_SZG01419  3.4964306  0.1007362    34.709  < 2e-16 ***
ORIGIN_SZG01422  4.5733699  0.1006553    45.436  < 2e-16 ***
ORIGIN_SZG01423  5.4427330  0.1005916    54.107  < 2e-16 ***
ORIGIN_SZG01430  3.1365369  0.1006896    31.151  < 2e-16 ***
ORIGIN_SZG01431  3.1834063  0.1006366    31.633  < 2e-16 ***
ORIGIN_SZG01432  3.2303699  0.1006332    32.100  < 2e-16 ***
ORIGIN_SZG01433  1.9018135  0.1017601    18.689  < 2e-16 ***
ORIGIN_SZG01434  3.4375248  0.1006645    34.148  < 2e-16 ***
ORIGIN_SZG01435  3.8445327  0.1006009    38.216  < 2e-16 ***
ORIGIN_SZG01436  0.8568736  0.1028952     8.328  < 2e-16 ***
ORIGIN_SZG01437  4.0494652  0.1006149    40.247  < 2e-16 ***
ORIGIN_SZG01438  4.4922557  0.1005779    44.664  < 2e-16 ***
ORIGIN_SZG01439  5.1108243  0.1005670    50.820  < 2e-16 ***
ORIGIN_SZG01440  1.4950832  0.1025193    14.583  < 2e-16 ***
ORIGIN_SZG01442  4.4213843  0.1007437    43.887  < 2e-16 ***
ORIGIN_SZG01443  5.4684481  0.1005983    54.359  < 2e-16 ***
ORIGIN_SZG01444  4.4800764  0.1007986    44.446  < 2e-16 ***
ORIGIN_SZG01452  2.2937160  0.1008072    22.754  < 2e-16 ***
ORIGIN_SZG01453  2.4265304  0.1007886    24.075  < 2e-16 ***
ORIGIN_SZG01454  1.4235617  0.1021388    13.938  < 2e-16 ***
ORIGIN_SZG01455  2.8178253  0.1008431    27.943  < 2e-16 ***
ORIGIN_SZG01456  3.2333354  0.1006926    32.111  < 2e-16 ***
ORIGIN_SZG01457  4.0601917  0.1006042    40.358  < 2e-16 ***
ORIGIN_SZG01458  4.4022276  0.1005888    43.765  < 2e-16 ***
ORIGIN_SZG01459  3.8601373  0.1006260    38.361  < 2e-16 ***
ORIGIN_SZG01460  3.1241350  0.1007147    31.020  < 2e-16 ***
ORIGIN_SZG01461  1.6836242  0.1018895    16.524  < 2e-16 ***
ORIGIN_SZG01464  5.8380625  0.1005896    58.038  < 2e-16 ***
ORIGIN_SZG01465  5.3265425  0.1006404    52.926  < 2e-16 ***
ORIGIN_SZG01472  0.8147520  0.1022803     7.966 1.64e-15 ***
ORIGIN_SZG01473  1.8536522  0.1009812    18.356  < 2e-16 ***
ORIGIN_SZG01474  2.9619095  0.1006574    29.426  < 2e-16 ***
ORIGIN_SZG01475  3.9351839  0.1006037    39.116  < 2e-16 ***
ORIGIN_SZG01476  3.2267222  0.1007070    32.041  < 2e-16 ***
ORIGIN_SZG01477  4.7387541  0.1005588    47.124  < 2e-16 ***
ORIGIN_SZG01478  3.0719463  0.1007131    30.502  < 2e-16 ***
ORIGIN_SZG01479  3.3005936  0.1006798    32.783  < 2e-16 ***
ORIGIN_SZG01480  5.0987842  0.1005578    50.705  < 2e-16 ***
ORIGIN_SZG01481  2.4164049  0.1010135    23.922  < 2e-16 ***
ORIGIN_SZG01482  2.7085278  0.1013038    26.737  < 2e-16 ***
ORIGIN_SZG01485  5.2700675  0.1006454    52.363  < 2e-16 ***
ORIGIN_SZG01494  2.1234038  0.1011921    20.984  < 2e-16 ***
ORIGIN_SZG01495  2.2470353  0.1008127    22.289  < 2e-16 ***
ORIGIN_SZG01496  3.3759101  0.1006202    33.551  < 2e-16 ***
ORIGIN_SZG01497  3.5884477  0.1006478    35.654  < 2e-16 ***
ORIGIN_SZG01498  4.0156234  0.1005992    39.917  < 2e-16 ***
ORIGIN_SZG01499  4.2386299  0.1005837    42.140  < 2e-16 ***
ORIGIN_SZG01500  4.1223730  0.1006585    40.954  < 2e-16 ***
ORIGIN_SZG01501  4.4126906  0.1005860    43.870  < 2e-16 ***
ORIGIN_SZG01502  3.8719391  0.1006261    38.478  < 2e-16 ***
ORIGIN_SZG01506 -0.0005228  0.1479104    -0.004 0.997180    
ORIGIN_SZG01515  1.2228384  0.1027062    11.906  < 2e-16 ***
ORIGIN_SZG01516  2.7423584  0.1007251    27.226  < 2e-16 ***
ORIGIN_SZG01517  2.9824583  0.1007386    29.606  < 2e-16 ***
ORIGIN_SZG01518  2.9741622  0.1007748    29.513  < 2e-16 ***
ORIGIN_SZG01519  4.2269512  0.1006337    42.003  < 2e-16 ***
ORIGIN_SZG01520  3.7087623  0.1006350    36.854  < 2e-16 ***
ORIGIN_SZG01521  2.2374854  0.1011006    22.131  < 2e-16 ***
ORIGIN_SZG01522  4.6087805  0.1005784    45.823  < 2e-16 ***
ORIGIN_SZG01523  3.1384247  0.1016164    30.885  < 2e-16 ***
ORIGIN_SZG01524  3.3162231  0.1009334    32.856  < 2e-16 ***
ORIGIN_SZG01527  3.3113506  0.1017721    32.537  < 2e-16 ***
ORIGIN_SZG01535  0.1332807  0.1241953     1.073 0.283202    
ORIGIN_SZG01536  0.4142504  0.1055809     3.924 8.73e-05 ***
ORIGIN_SZG01537  1.5241460  0.1017048    14.986  < 2e-16 ***
ORIGIN_SZG01538  2.8805581  0.1006924    28.608  < 2e-16 ***
ORIGIN_SZG01539  3.3403048  0.1006398    33.191  < 2e-16 ***
ORIGIN_SZG01540  3.8987431  0.1006073    38.752  < 2e-16 ***
ORIGIN_SZG01541  5.1530770  0.1006388    51.204  < 2e-16 ***
ORIGIN_SZG01542  2.1467610  0.1014941    21.152  < 2e-16 ***
ORIGIN_SZG01543  2.9638942  0.1024181    28.939  < 2e-16 ***
ORIGIN_SZG01544  3.8371678  0.1007194    38.098  < 2e-16 ***
ORIGIN_SZG01547  0.6899515  0.1158644     5.955 2.60e-09 ***
ORIGIN_SZG01556  0.9485853  0.1157887     8.192 2.56e-16 ***
ORIGIN_SZG01557  0.6370233  0.1051268     6.060 1.36e-09 ***
ORIGIN_SZG01558  1.7830585  0.1020407    17.474  < 2e-16 ***
ORIGIN_SZG01559  3.5141452  0.1006234    34.924  < 2e-16 ***
ORIGIN_SZG01560  4.3301719  0.1005793    43.052  < 2e-16 ***
ORIGIN_SZG01561  4.1613396  0.1006176    41.358  < 2e-16 ***
ORIGIN_SZG01562  1.2557012  0.1022642    12.279  < 2e-16 ***
ORIGIN_SZG01563  3.0560464  0.1007615    30.329  < 2e-16 ***
ORIGIN_SZG01564  2.1780799  0.1013064    21.500  < 2e-16 ***
ORIGIN_SZG01565  2.2630790  0.1013898    22.321  < 2e-16 ***
ORIGIN_SZG01566  2.0114836  0.1023174    19.659  < 2e-16 ***
ORIGIN_SZG01567  0.0401764  0.1263381     0.318 0.750480    
ORIGIN_SZG01568  0.8240150  0.1172769     7.026 2.12e-12 ***
ORIGIN_SZG01578 -2.1438163  0.7142508    -3.001 0.002687 ** 
ORIGIN_SZG01580  2.0629280  0.1015966    20.305  < 2e-16 ***
ORIGIN_SZG01581  0.7336085  0.1024007     7.164 7.83e-13 ***
ORIGIN_SZG01582  4.0352340  0.1005866    40.117  < 2e-16 ***
ORIGIN_SZG01583  2.2308076  0.1024374    21.777  < 2e-16 ***
ORIGIN_SZG01584  2.5777732  0.1009858    25.526  < 2e-16 ***
ORIGIN_SZG01585  3.2389606  0.1008949    32.102  < 2e-16 ***
ORIGIN_SZG01586  2.2585676  0.1012280    22.312  < 2e-16 ***
ORIGIN_SZG01589  1.0738569  0.1078559     9.956  < 2e-16 ***
ORIGIN_SZG01590  0.9286720  0.1158146     8.019 1.07e-15 ***
ORIGIN_SZG01600  4.1243471  0.1009898    40.839  < 2e-16 ***
ORIGIN_SZG01601  2.6347511  0.1007704    26.146  < 2e-16 ***
ORIGIN_SZG01602  3.2903660  0.1006851    32.680  < 2e-16 ***
ORIGIN_SZG01603  4.2385420  0.1005902    42.137  < 2e-16 ***
ORIGIN_SZG01604  2.7457555  0.1007926    27.242  < 2e-16 ***
ORIGIN_SZG01605  4.1182266  0.1006013    40.936  < 2e-16 ***
ORIGIN_SZG01606  3.6142809  0.1009104    35.817  < 2e-16 ***
ORIGIN_SZG01607  2.8548343  0.1009308    28.285  < 2e-16 ***
ORIGIN_SZG01608  4.9269738  0.1006117    48.970  < 2e-16 ***
ORIGIN_SZG01609  4.8036516  0.1006638    47.720  < 2e-16 ***
ORIGIN_SZG01610  1.2530218  0.1168841    10.720  < 2e-16 ***
ORIGIN_SZG01622  2.6908090  0.1025423    26.241  < 2e-16 ***
ORIGIN_SZG01623  4.0044089  0.1005931    39.808  < 2e-16 ***
ORIGIN_SZG01624  2.7513531  0.1008233    27.289  < 2e-16 ***
ORIGIN_SZG01625  4.1831878  0.1006139    41.577  < 2e-16 ***
ORIGIN_SZG01626  4.8321659  0.1005705    48.048  < 2e-16 ***
ORIGIN_SZG01627  3.2424458  0.1007419    32.186  < 2e-16 ***
ORIGIN_SZG01628  4.9303687  0.1005754    49.022  < 2e-16 ***
ORIGIN_SZG01629  3.8805753  0.1007377    38.522  < 2e-16 ***
ORIGIN_SZG01630  3.9861014  0.1008040    39.543  < 2e-16 ***
ORIGIN_SZG01631  0.3781955  0.1164506     3.248 0.001163 ** 
ORIGIN_SZG01642  1.4917447  0.1041554    14.322  < 2e-16 ***
ORIGIN_SZG01643  3.9087435  0.1006086    38.851  < 2e-16 ***
ORIGIN_SZG01644  1.6898998  0.1017506    16.608  < 2e-16 ***
ORIGIN_SZG01645  3.2104564  0.1006866    31.886  < 2e-16 ***
ORIGIN_SZG01646  3.0401503  0.1008622    30.142  < 2e-16 ***
ORIGIN_SZG01647  3.4591659  0.1006651    34.363  < 2e-16 ***
ORIGIN_SZG01648  4.0696141  0.1006231    40.444  < 2e-16 ***
ORIGIN_SZG01649  4.7980130  0.1005839    47.702  < 2e-16 ***
ORIGIN_SZG01650  4.8791194  0.1006512    48.476  < 2e-16 ***
ORIGIN_SZG01664 -1.1393419  0.1947598    -5.850 4.92e-09 ***
ORIGIN_SZG01665  4.1187908  0.1005908    40.946  < 2e-16 ***
ORIGIN_SZG01666  2.8366051  0.1007406    28.158  < 2e-16 ***
ORIGIN_SZG01667  3.8167840  0.1009954    37.792  < 2e-16 ***
ORIGIN_SZG01668  3.9470324  0.1006200    39.227  < 2e-16 ***
ORIGIN_SZG01670  4.8380385  0.1005742    48.104  < 2e-16 ***
ORIGIN_SZG01671  5.5005200  0.1006483    54.651  < 2e-16 ***
ORIGIN_SZG01672  5.0982979  0.1006851    50.636  < 2e-16 ***
ORIGIN_SZG01684  3.2245549  0.1012010    31.863  < 2e-16 ***
ORIGIN_SZG01685  3.6748155  0.1006496    36.511  < 2e-16 ***
ORIGIN_SZG01686  3.5364705  0.1006515    35.136  < 2e-16 ***
ORIGIN_SZG01687  3.1376809  0.1007709    31.137  < 2e-16 ***
ORIGIN_SZG01688  2.7210067  0.1008416    26.983  < 2e-16 ***
ORIGIN_SZG01689  2.3114005  0.1012103    22.838  < 2e-16 ***
ORIGIN_SZG01690  3.7158112  0.1007186    36.893  < 2e-16 ***
ORIGIN_SZG01691  4.5236586  0.1006108    44.962  < 2e-16 ***
ORIGIN_SZG01692  4.1123662  0.1008263    40.787  < 2e-16 ***
ORIGIN_SZG01706  3.6549642  0.1007000    36.296  < 2e-16 ***
ORIGIN_SZG01707  3.5484317  0.1006350    35.260  < 2e-16 ***
ORIGIN_SZG01708  4.0620224  0.1005965    40.379  < 2e-16 ***
ORIGIN_SZG01709  3.1567107  0.1007241    31.340  < 2e-16 ***
ORIGIN_SZG01710  4.4153503  0.1006009    43.890  < 2e-16 ***
ORIGIN_SZG01711  4.2478260  0.1006326    42.211  < 2e-16 ***
ORIGIN_SZG01712  4.8552980  0.1005736    48.276  < 2e-16 ***
ORIGIN_SZG01713  2.4788961  0.1012620    24.480  < 2e-16 ***
ORIGIN_SZG01714  5.0843315  0.1006244    50.528  < 2e-16 ***
ORIGIN_SZG01727  3.8383668  0.1006477    38.137  < 2e-16 ***
ORIGIN_SZG01728  3.7014657  0.1006265    36.784  < 2e-16 ***
ORIGIN_SZG01729  3.2123279  0.1006692    31.910  < 2e-16 ***
ORIGIN_SZG01730  1.3308659  0.1024824    12.986  < 2e-16 ***
ORIGIN_SZG01731  3.8217342  0.1006589    37.967  < 2e-16 ***
ORIGIN_SZG01732  4.5368610  0.1005840    45.105  < 2e-16 ***
ORIGIN_SZG01733  4.2469137  0.1006161    42.209  < 2e-16 ***
ORIGIN_SZG01734  4.6759061  0.1006095    46.476  < 2e-16 ***
ORIGIN_SZG01735  6.3513148  0.1007265    63.055  < 2e-16 ***
ORIGIN_SZG01748  2.6215307  0.1009367    25.972  < 2e-16 ***
ORIGIN_SZG01749  3.5610155  0.1006373    35.385  < 2e-16 ***
ORIGIN_SZG01750  2.6859249  0.1007694    26.654  < 2e-16 ***
ORIGIN_SZG01751  2.0149520  0.1010700    19.936  < 2e-16 ***
ORIGIN_SZG01753  4.5570823  0.1005919    45.303  < 2e-16 ***
ORIGIN_SZG01754  4.9236082  0.1005729    48.956  < 2e-16 ***
ORIGIN_SZG01755  4.4093494  0.1006139    43.824  < 2e-16 ***
ORIGIN_SZG01756  4.3906494  0.1006570    43.620  < 2e-16 ***
ORIGIN_SZG01757  2.8523885  0.1035147    27.555  < 2e-16 ***
ORIGIN_SZG01769  3.4306128  0.1006775    34.075  < 2e-16 ***
ORIGIN_SZG01770  3.3566282  0.1008607    33.280  < 2e-16 ***
ORIGIN_SZG01771  2.2519988  0.1009992    22.297  < 2e-16 ***
ORIGIN_SZG01772  1.0416221  0.1032525    10.088  < 2e-16 ***
ORIGIN_SZG01774  4.2562210  0.1006082    42.305  < 2e-16 ***
ORIGIN_SZG01775  3.9246680  0.1006627    38.988  < 2e-16 ***
ORIGIN_SZG01776  5.1170926  0.1005779    50.877  < 2e-16 ***
ORIGIN_SZG01777  5.1728221  0.1005990    51.420  < 2e-16 ***
ORIGIN_SZG01778  4.9316770  0.1012087    48.728  < 2e-16 ***
ORIGIN_SZG01790  4.0808855  0.1006328    40.552  < 2e-16 ***
ORIGIN_SZG01791  3.3826982  0.1007116    33.588  < 2e-16 ***
ORIGIN_SZG01792  3.3805277  0.1007230    33.563  < 2e-16 ***
ORIGIN_SZG01793  1.4190772  0.1014046    13.994  < 2e-16 ***
ORIGIN_SZG01794  1.1451278  0.1042400    10.985  < 2e-16 ***
ORIGIN_SZG01795  0.7211358  0.1057241     6.821 9.05e-12 ***
ORIGIN_SZG01796  4.7916737  0.1006057    47.628  < 2e-16 ***
ORIGIN_SZG01797  4.7605718  0.1005946    47.324  < 2e-16 ***
ORIGIN_SZG01798  4.7862473  0.1005966    47.579  < 2e-16 ***
ORIGIN_SZG01799  4.0159057  0.1008068    39.838  < 2e-16 ***
ORIGIN_SZG01800  3.1178978  0.1044396    29.854  < 2e-16 ***
ORIGIN_SZG01811  3.1204128  0.1007756    30.964  < 2e-16 ***
ORIGIN_SZG01812  4.2872738  0.1005821    42.625  < 2e-16 ***
ORIGIN_SZG01813  4.0796555  0.1005941    40.556  < 2e-16 ***
ORIGIN_SZG01817  4.6473564  0.1006559    46.171  < 2e-16 ***
ORIGIN_SZG01818  4.6214380  0.1006158    45.932  < 2e-16 ***
ORIGIN_SZG01819  5.1369174  0.1005894    51.068  < 2e-16 ***
ORIGIN_SZG01820  2.3136664  0.1059313    21.841  < 2e-16 ***
ORIGIN_SZG01832  3.9041332  0.1006534    38.788  < 2e-16 ***
ORIGIN_SZG01833  3.3508714  0.1006882    33.280  < 2e-16 ***
ORIGIN_SZG01834  3.6875251  0.1006202    36.648  < 2e-16 ***
ORIGIN_SZG01835  2.9882592  0.1007819    29.651  < 2e-16 ***
ORIGIN_SZG01837  0.3251723  0.1175287     2.767 0.005662 ** 
ORIGIN_SZG01839  4.2501604  0.1007329    42.192  < 2e-16 ***
ORIGIN_SZG01840  5.8934738  0.1005603    58.606  < 2e-16 ***
ORIGIN_SZG01841  1.7715211  0.1062652    16.671  < 2e-16 ***
ORIGIN_SZG01842  5.8237066  0.1011037    57.601  < 2e-16 ***
ORIGIN_SZG01853  3.7303125  0.1006387    37.066  < 2e-16 ***
ORIGIN_SZG01854  3.9898965  0.1006238    39.652  < 2e-16 ***
ORIGIN_SZG01855  4.2679810  0.1006035    42.424  < 2e-16 ***
ORIGIN_SZG01858  2.0265280  0.1036811    19.546  < 2e-16 ***
ORIGIN_SZG01860  5.4083806  0.1008728    53.616  < 2e-16 ***
ORIGIN_SZG01861  4.8573154  0.1006245    48.272  < 2e-16 ***
ORIGIN_SZG01874  3.9390395  0.1006949    39.119  < 2e-16 ***
ORIGIN_SZG01875  2.3014485  0.1012703    22.726  < 2e-16 ***
ORIGIN_SZG01876  4.3930806  0.1010242    43.485  < 2e-16 ***
ORIGIN_SZG01877  3.9749109  0.1006306    39.500  < 2e-16 ***
ORIGIN_SZG01880  0.3327571  0.1126034     2.955 0.003125 ** 
ORIGIN_SZG01882  4.7105954  0.1006396    46.807  < 2e-16 ***
ORIGIN_SZG01883  5.1985504  0.1009178    51.513  < 2e-16 ***
ORIGIN_SZG01895  4.0660335  0.1006262    40.407  < 2e-16 ***
ORIGIN_SZG01896  2.3652873  0.1009820    23.423  < 2e-16 ***
ORIGIN_SZG01897  3.0542194  0.1008950    30.271  < 2e-16 ***
ORIGIN_SZG01898 -1.2479122  0.1662993    -7.504 6.19e-14 ***
ORIGIN_SZG01901  0.5908508  0.1165317     5.070 3.97e-07 ***
ORIGIN_SZG01903  4.2812600  0.1009014    42.430  < 2e-16 ***
ORIGIN_SZG01917  2.6872997  0.1009160    26.629  < 2e-16 ***
ORIGIN_SZG01918  4.0700844  0.1006800    40.426  < 2e-16 ***
ORIGIN_SZG01919  3.9554932  0.1006473    39.301  < 2e-16 ***
ORIGIN_SZG01922  1.8011992  0.1044499    17.245  < 2e-16 ***
ORIGIN_SZG01924  4.4224451  0.1009398    43.813  < 2e-16 ***
ORIGIN_SZG01937  3.4653757  0.1007396    34.399  < 2e-16 ***
ORIGIN_SZG01938  4.0666846  0.1006153    40.418  < 2e-16 ***
ORIGIN_SZG01939  4.6537787  0.1006013    46.260  < 2e-16 ***
ORIGIN_SZG01942  0.4005898  0.1109692     3.610 0.000306 ***
ORIGIN_SZG01959  3.0255106  0.1008691    29.994  < 2e-16 ***
ORIGIN_SZG01960  5.0038018  0.1005615    49.759  < 2e-16 ***
ORIGIN_SZG01961  3.4262871  0.1007418    34.011  < 2e-16 ***
ORIGIN_SZG01962  4.4190166  0.1006106    43.922  < 2e-16 ***
ORIGIN_SZG01964 -0.5476749  0.1336993    -4.096 4.20e-05 ***
ORIGIN_SZG01979  3.3410476  0.1008099    33.142  < 2e-16 ***
ORIGIN_SZG01980  1.6205519  0.1014257    15.978  < 2e-16 ***
ORIGIN_SZG01981  4.0532496  0.1006123    40.286  < 2e-16 ***
ORIGIN_SZG01982  3.1490595  0.1010791    31.154  < 2e-16 ***
ORIGIN_SZG01983  4.3643812  0.1006132    43.378  < 2e-16 ***
ORIGIN_SZG01984  3.1343212  0.1007937    31.096  < 2e-16 ***
ORIGIN_SZG01985  3.8147120  0.1007106    37.878  < 2e-16 ***
ORIGIN_SZG02001  3.6274748  0.1006845    36.028  < 2e-16 ***
ORIGIN_SZG02002  4.1905185  0.1005903    41.659  < 2e-16 ***
ORIGIN_SZG02003  3.7874751  0.1006443    37.632  < 2e-16 ***
ORIGIN_SZG02004  4.4582367  0.1006058    44.314  < 2e-16 ***
ORIGIN_SZG02005  4.3345616  0.1006061    43.084  < 2e-16 ***
ORIGIN_SZG02006  2.8863024  0.1009282    28.598  < 2e-16 ***
ORIGIN_SZG02007  2.2949952  0.1017470    22.556  < 2e-16 ***
ORIGIN_SZG02022  4.0260105  0.1006818    39.987  < 2e-16 ***
ORIGIN_SZG02023  4.4444373  0.1005878    44.185  < 2e-16 ***
ORIGIN_SZG02024  3.7610797  0.1006284    37.376  < 2e-16 ***
ORIGIN_SZG02025  3.7915342  0.1006245    37.680  < 2e-16 ***
ORIGIN_SZG02026  2.3976510  0.1011692    23.699  < 2e-16 ***
ORIGIN_SZG02027  4.6994545  0.1006004    46.714  < 2e-16 ***
ORIGIN_SZG02043  3.3491252  0.1007947    33.227  < 2e-16 ***
ORIGIN_SZG02044  4.0607524  0.1006078    40.362  < 2e-16 ***
ORIGIN_SZG02045 -0.4934906  0.1250455    -3.946 7.93e-05 ***
ORIGIN_SZG02046  4.0056129  0.1005944    39.819  < 2e-16 ***
ORIGIN_SZG02047  3.8168350  0.1006483    37.922  < 2e-16 ***
ORIGIN_SZG02048  4.0365719  0.1006258    40.115  < 2e-16 ***
ORIGIN_SZG02049  3.0581483  0.1014427    30.147  < 2e-16 ***
ORIGIN_SZG02064  4.0600204  0.1006365    40.343  < 2e-16 ***
ORIGIN_SZG02065  2.5259718  0.1008535    25.046  < 2e-16 ***
ORIGIN_SZG02066  2.0844524  0.1025931    20.318  < 2e-16 ***
ORIGIN_SZG02067  5.2535898  0.1005576    52.245  < 2e-16 ***
ORIGIN_SZG02068  3.6203938  0.1007457    35.936  < 2e-16 ***
ORIGIN_SZG02069  3.9084462  0.1006685    38.825  < 2e-16 ***
ORIGIN_SZG02085  2.9264022  0.1009385    28.992  < 2e-16 ***
ORIGIN_SZG02086  4.3183229  0.1006020    42.925  < 2e-16 ***
ORIGIN_SZG02087  2.9704444  0.1007682    29.478  < 2e-16 ***
ORIGIN_SZG02088  3.6695949  0.1006216    36.469  < 2e-16 ***
ORIGIN_SZG02089  3.3779894  0.1007250    33.537  < 2e-16 ***
ORIGIN_SZG02090  4.9289022  0.1005797    49.005  < 2e-16 ***
ORIGIN_SZG02091  0.2377863  0.1213282     1.960 0.050012 .  
ORIGIN_SZG02105  0.8034572  0.1425299     5.637 1.73e-08 ***
ORIGIN_SZG02106  1.2762534  0.1022390    12.483  < 2e-16 ***
ORIGIN_SZG02107  2.3485654  0.1009297    23.269  < 2e-16 ***
ORIGIN_SZG02108  3.6640412  0.1006627    36.399  < 2e-16 ***
ORIGIN_SZG02109  3.7243479  0.1006199    37.014  < 2e-16 ***
ORIGIN_SZG02110  3.1779808  0.1007700    31.537  < 2e-16 ***
ORIGIN_SZG02111  0.5729240  0.1079137     5.309 1.10e-07 ***
ORIGIN_SZG02128  2.2068133  0.1013443    21.775  < 2e-16 ***
ORIGIN_SZG02129  1.5513112  0.1015436    15.277  < 2e-16 ***
ORIGIN_SZG02130  4.1569580  0.1005952    41.324  < 2e-16 ***
ORIGIN_SZG02131  4.5259460  0.1006191    44.981  < 2e-16 ***
ORIGIN_SZG02132  3.4858201  0.1006920    34.619  < 2e-16 ***
ORIGIN_SZG02148  3.0564141  0.1011114    30.228  < 2e-16 ***
ORIGIN_SZG02149  1.4440046  0.1016914    14.200  < 2e-16 ***
ORIGIN_SZG02150  4.0684360  0.1006225    40.433  < 2e-16 ***
ORIGIN_SZG02151  4.5412007  0.1005813    45.150  < 2e-16 ***
ORIGIN_SZG02152  4.7190219  0.1005899    46.913  < 2e-16 ***
ORIGIN_SZG02153  4.0252620  0.1006729    39.984  < 2e-16 ***
ORIGIN_SZG02171  3.0574441  0.1007641    30.343  < 2e-16 ***
ORIGIN_SZG02172  3.2187868  0.1008117    31.929  < 2e-16 ***
ORIGIN_SZG02173  3.6758451  0.1006490    36.521  < 2e-16 ***
ORIGIN_SZG02174  4.0013049  0.1006542    39.753  < 2e-16 ***
ORIGIN_SZG02191  2.5151235  0.1010464    24.891  < 2e-16 ***
ORIGIN_SZG02192  2.4294580  0.1010872    24.033  < 2e-16 ***
ORIGIN_SZG02193  3.3916984  0.1007035    33.680  < 2e-16 ***
ORIGIN_SZG02194  3.8448166  0.1006451    38.202  < 2e-16 ***
ORIGIN_SZG02195  3.2313187  0.1024952    31.527  < 2e-16 ***
ORIGIN_SZG02212  0.2985343  0.1284228     2.325 0.020092 *  
ORIGIN_SZG02213  0.3364533  0.1074962     3.130 0.001749 ** 
ORIGIN_SZG02214  1.0749201  0.1034622    10.389  < 2e-16 ***
ORIGIN_SZG02215  3.5454450  0.1007370    35.195  < 2e-16 ***
ORIGIN_SZG02216  2.5021746  0.1010821    24.754  < 2e-16 ***
ORIGIN_SZG02233  0.7742600  0.1077753     7.184 6.77e-13 ***
ORIGIN_SZG02234  2.0391523  0.1024557    19.903  < 2e-16 ***
ORIGIN_SZG02235  2.2842429  0.1013678    22.534  < 2e-16 ***
ORIGIN_SZG02236  2.2437786  0.1013014    22.150  < 2e-16 ***
ORIGIN_SZG02237  0.1411501  0.1138626     1.240 0.215104    
ORIGIN_SZG02256 -0.3724675  0.1124385    -3.313 0.000924 ***
ORIGIN_SZG02257  2.0461818  0.1022011    20.021  < 2e-16 ***
ORIGIN_SZG02258  1.3007989  0.1020407    12.748  < 2e-16 ***
ORIGIN_SZG02259  1.1500473  0.1065378    10.795  < 2e-16 ***
ORIGIN_SZG02277  1.9621605  0.1079246    18.181  < 2e-16 ***
ORIGIN_SZG02278  2.7241265  0.1016249    26.806  < 2e-16 ***
ORIGIN_SZG02279  1.1892371  0.1023240    11.622  < 2e-16 ***
ORIGIN_SZG02280 -0.5864947  0.1422474    -4.123 3.74e-05 ***
ORIGIN_SZG02297  3.9251710  0.1008992    38.902  < 2e-16 ***
ORIGIN_SZG02300  0.0420637  0.1168405     0.360 0.718840    
ORIGIN_SZG02301  1.5597690  0.1021660    15.267  < 2e-16 ***
ORIGIN_SZG02318  2.0244820  0.1021504    19.819  < 2e-16 ***
ORIGIN_SZG02319  2.7464249  0.1010338    27.183  < 2e-16 ***
ORIGIN_SZG02322  2.6298667  0.1012516    25.974  < 2e-16 ***
ORIGIN_SZG02337  3.5955177  0.1020344    35.238  < 2e-16 ***
ORIGIN_SZG02341  3.2026174  0.1009390    31.728  < 2e-16 ***
ORIGIN_SZG02343  1.9125346  0.1014994    18.843  < 2e-16 ***
ORIGIN_SZG02361  2.5422547  0.1010815    25.151  < 2e-16 ***
ORIGIN_SZG02364 -0.7338371  0.1194365    -6.144 8.04e-10 ***
ORIGIN_SZG02379  2.7476106  0.1026364    26.770  < 2e-16 ***
ORIGIN_SZG02384  1.9678528  0.1015865    19.371  < 2e-16 ***
ORIGIN_SZG02405  1.6654406  0.1015965    16.393  < 2e-16 ***
ORIGIN_SZG02406  0.2930837  0.1058941     2.768 0.005645 ** 
ORIGIN_SZG02426  1.1807954  0.1039924    11.355  < 2e-16 ***
ORIGIN_SZG02427  2.7150732  0.1011150    26.851  < 2e-16 ***
ORIGIN_SZG02505  2.8886395  0.1071343    26.963  < 2e-16 ***
DESTIN_SZG00044  1.3493780  0.0506991    26.615  < 2e-16 ***
DESTIN_SZG00046  0.1270484  0.0508754     2.497 0.012516 *  
DESTIN_SZG00066 -0.4157943  0.0634297    -6.555 5.56e-11 ***
DESTIN_SZG00067  0.2337303  0.0485651     4.813 1.49e-06 ***
DESTIN_SZG00068 -0.2036026  0.0507596    -4.011 6.04e-05 ***
DESTIN_SZG00086  0.2635754  0.0576227     4.574 4.78e-06 ***
DESTIN_SZG00087 -3.3482723  0.0996317   -33.606  < 2e-16 ***
DESTIN_SZG00088 -0.3225851  0.0495828    -6.506 7.72e-11 ***
DESTIN_SZG00089 -1.1585881  0.0520677   -22.252  < 2e-16 ***
DESTIN_SZG00090 -3.3322501  0.5024202    -6.632 3.30e-11 ***
DESTIN_SZG00109 -0.8783353  0.0531134   -16.537  < 2e-16 ***
DESTIN_SZG00110 -3.3177500  0.1106934   -29.972  < 2e-16 ***
DESTIN_SZG00111  0.9539705  0.0478268    19.946  < 2e-16 ***
DESTIN_SZG00112 -2.5546381  0.0553321   -46.169  < 2e-16 ***
DESTIN_SZG00128  1.0916537  0.0515172    21.190  < 2e-16 ***
DESTIN_SZG00129 -4.4580909  0.1229458   -36.261  < 2e-16 ***
DESTIN_SZG00130 -0.9140708  0.0515029   -17.748  < 2e-16 ***
DESTIN_SZG00131 -1.3927621  0.0526668   -26.445  < 2e-16 ***
DESTIN_SZG00132 -0.6011819  0.0486911   -12.347  < 2e-16 ***
DESTIN_SZG00133 -1.0576247  0.0480566   -22.008  < 2e-16 ***
DESTIN_SZG00134 -0.9302453  0.0478879   -19.425  < 2e-16 ***
DESTIN_SZG00150 -0.5914265  0.0571138   -10.355  < 2e-16 ***
DESTIN_SZG00151 -0.6604248  0.0511953   -12.900  < 2e-16 ***
DESTIN_SZG00152  0.4318867  0.0487331     8.862  < 2e-16 ***
DESTIN_SZG00153 -0.2874460  0.0485542    -5.920 3.22e-09 ***
DESTIN_SZG00154 -2.4625438  0.0536842   -45.871  < 2e-16 ***
DESTIN_SZG00155 -1.7845279  0.0495651   -36.004  < 2e-16 ***
DESTIN_SZG00156 -1.7445769  0.0505192   -34.533  < 2e-16 ***
DESTIN_SZG00172 -1.8835925  0.0645569   -29.177  < 2e-16 ***
DESTIN_SZG00174 -1.3182840  0.0490655   -26.868  < 2e-16 ***
DESTIN_SZG00175 -0.7788083  0.0475707   -16.372  < 2e-16 ***
DESTIN_SZG00176 -2.3042180  0.0544529   -42.316  < 2e-16 ***
DESTIN_SZG00195 -2.7596907  0.0555936   -49.640  < 2e-16 ***
DESTIN_SZG00196 -1.2562712  0.0476727   -26.352  < 2e-16 ***
DESTIN_SZG00197 -3.6369893  0.0986839   -36.855  < 2e-16 ***
DESTIN_SZG00215 -0.6363793  0.0543100   -11.718  < 2e-16 ***
DESTIN_SZG00216 -0.8586570  0.0491570   -17.468  < 2e-16 ***
DESTIN_SZG00217 -0.5155653  0.0474793   -10.859  < 2e-16 ***
DESTIN_SZG00237 -2.8238315  0.0548111   -51.519  < 2e-16 ***
DESTIN_SZG00238 -1.9221132  0.0489283   -39.284  < 2e-16 ***
DESTIN_SZG00239 -2.0695667  0.0551760   -37.508  < 2e-16 ***
DESTIN_SZG00257  0.2218237  0.0491736     4.511 6.45e-06 ***
DESTIN_SZG00258 -1.8063516  0.0505824   -35.711  < 2e-16 ***
DESTIN_SZG00259 -0.7008677  0.0481669   -14.551  < 2e-16 ***
DESTIN_SZG00278  0.2710258  0.0492900     5.499 3.83e-08 ***
DESTIN_SZG00279 -1.2542493  0.0483884   -25.920  < 2e-16 ***
DESTIN_SZG00280 -0.9086123  0.0482548   -18.829  < 2e-16 ***
DESTIN_SZG00298 -3.9457742  0.1405478   -28.074  < 2e-16 ***
DESTIN_SZG00299 -0.9814282  0.0494214   -19.858  < 2e-16 ***
DESTIN_SZG00300 -1.4981134  0.0496361   -30.182  < 2e-16 ***
DESTIN_SZG00320  0.2541526  0.0487349     5.215 1.84e-07 ***
DESTIN_SZG00321 -1.8195677  0.0521243   -34.908  < 2e-16 ***
DESTIN_SZG00322 -0.7435897  0.0481177   -15.454  < 2e-16 ***
DESTIN_SZG00340  1.0466847  0.0480509    21.783  < 2e-16 ***
DESTIN_SZG00341 -0.2063212  0.0481687    -4.283 1.84e-05 ***
DESTIN_SZG00342 -0.7390119  0.0478384   -15.448  < 2e-16 ***
DESTIN_SZG00363 -0.8636047  0.0486725   -17.743  < 2e-16 ***
DESTIN_SZG00364 -0.7636778  0.0473587   -16.125  < 2e-16 ***
DESTIN_SZG00383  0.1668126  0.0475727     3.506 0.000454 ***
DESTIN_SZG00384 -1.0306520  0.0474735   -21.710  < 2e-16 ***
DESTIN_SZG00385 -1.9990720  0.0490884   -40.724  < 2e-16 ***
DESTIN_SZG00404 -0.0204445  0.0490827    -0.417 0.677021    
DESTIN_SZG00405 -0.3903360  0.0478935    -8.150 3.64e-16 ***
DESTIN_SZG00406  0.0370746  0.0470587     0.788 0.430792    
DESTIN_SZG00407 -0.3156810  0.0476110    -6.630 3.35e-11 ***
DESTIN_SZG00408  0.8768343  0.0470848    18.622  < 2e-16 ***
DESTIN_SZG00425 -1.8407118  0.0524462   -35.097  < 2e-16 ***
DESTIN_SZG00426 -1.4915181  0.0478879   -31.146  < 2e-16 ***
DESTIN_SZG00427 -3.8716253  0.0521919   -74.181  < 2e-16 ***
DESTIN_SZG00428 -1.2905120  0.0480243   -26.872  < 2e-16 ***
DESTIN_SZG00429 -1.6867312  0.0521277   -32.358  < 2e-16 ***
DESTIN_SZG00446 -0.7625183  0.0517769   -14.727  < 2e-16 ***
DESTIN_SZG00447 -1.7091084  0.0498360   -34.295  < 2e-16 ***
DESTIN_SZG00448 -1.9741052  0.0481575   -40.993  < 2e-16 ***
DESTIN_SZG00449 -1.4259777  0.0474383   -30.060  < 2e-16 ***
DESTIN_SZG00450 -1.7975187  0.0483534   -37.175  < 2e-16 ***
DESTIN_SZG00468 -0.9466155  0.0478545   -19.781  < 2e-16 ***
DESTIN_SZG00469 -1.8512682  0.0475846   -38.905  < 2e-16 ***
DESTIN_SZG00470 -1.4590919  0.0473283   -30.829  < 2e-16 ***
DESTIN_SZG00471 -1.3010692  0.0493707   -26.353  < 2e-16 ***
DESTIN_SZG00488 -0.9290897  0.0519164   -17.896  < 2e-16 ***
DESTIN_SZG00489 -2.9851669  0.0665311   -44.869  < 2e-16 ***
DESTIN_SZG00490 -1.0078864  0.0475341   -21.203  < 2e-16 ***
DESTIN_SZG00491 -3.3042468  0.0491221   -67.266  < 2e-16 ***
DESTIN_SZG00493 -3.9546899  0.0680742   -58.094  < 2e-16 ***
DESTIN_SZG00494 -2.0889712  0.0517471   -40.369  < 2e-16 ***
DESTIN_SZG00509 -0.4862749  0.0491096    -9.902  < 2e-16 ***
DESTIN_SZG00510 -0.7510890  0.0478478   -15.697  < 2e-16 ***
DESTIN_SZG00511 -1.4787000  0.0472787   -31.276  < 2e-16 ***
DESTIN_SZG00512 -1.6064568  0.0472374   -34.008  < 2e-16 ***
DESTIN_SZG00513 -0.5615416  0.0474568   -11.833  < 2e-16 ***
DESTIN_SZG00514 -1.0601190  0.0483503   -21.926  < 2e-16 ***
DESTIN_SZG00515 -2.3279965  0.0552222   -42.157  < 2e-16 ***
DESTIN_SZG00530 -1.2746811  0.0554590   -22.984  < 2e-16 ***
DESTIN_SZG00531  1.0886608  0.0472281    23.051  < 2e-16 ***
DESTIN_SZG00532 -1.3289112  0.0476305   -27.900  < 2e-16 ***
DESTIN_SZG00533 -0.0988822  0.0469373    -2.107 0.035145 *  
DESTIN_SZG00534 -1.4472693  0.0472634   -30.621  < 2e-16 ***
DESTIN_SZG00536 -1.9021389  0.0501018   -37.965  < 2e-16 ***
DESTIN_SZG00537 -2.6578233  0.0576697   -46.087  < 2e-16 ***
DESTIN_SZG00538 -3.0052947  0.0633400   -47.447  < 2e-16 ***
DESTIN_SZG00539 -6.5423509  0.5792663   -11.294  < 2e-16 ***
DESTIN_SZG00551 -0.6007733  0.0501517   -11.979  < 2e-16 ***
DESTIN_SZG00552 -0.1357004  0.0480112    -2.826 0.004707 ** 
DESTIN_SZG00553 -2.0626794  0.0475957   -43.338  < 2e-16 ***
DESTIN_SZG00554 -2.0879184  0.0473341   -44.110  < 2e-16 ***
DESTIN_SZG00555 -0.8767678  0.0474455   -18.479  < 2e-16 ***
DESTIN_SZG00559 -3.4187476  0.0720518   -47.448  < 2e-16 ***
DESTIN_SZG00560 -0.7734909  0.0496685   -15.573  < 2e-16 ***
DESTIN_SZG00561 -3.0891624  0.0820202   -37.663  < 2e-16 ***
DESTIN_SZG00572 -1.4044652  0.0569722   -24.652  < 2e-16 ***
DESTIN_SZG00573  0.2234975  0.0479538     4.661 3.15e-06 ***
DESTIN_SZG00574 -1.7285965  0.0495934   -34.855  < 2e-16 ***
DESTIN_SZG00575  0.9469692  0.0468921    20.195  < 2e-16 ***
DESTIN_SZG00576 -1.7474174  0.0472740   -36.964  < 2e-16 ***
DESTIN_SZG00578 -5.4395444  0.1164855   -46.697  < 2e-16 ***
DESTIN_SZG00582 -3.5854989  0.0809682   -44.283  < 2e-16 ***
DESTIN_SZG00583 -5.1910334  0.2232140   -23.256  < 2e-16 ***
DESTIN_SZG00584 -1.7598879  0.0584850   -30.091  < 2e-16 ***
DESTIN_SZG00593 -1.9367878  0.0525263   -36.873  < 2e-16 ***
DESTIN_SZG00594 -0.7666586  0.0487524   -15.726  < 2e-16 ***
DESTIN_SZG00595 -0.9845518  0.0472050   -20.857  < 2e-16 ***
DESTIN_SZG00596 -1.5806219  0.0471285   -33.539  < 2e-16 ***
DESTIN_SZG00597 -2.1032434  0.0493416   -42.626  < 2e-16 ***
DESTIN_SZG00603 -3.0414076  0.0696220   -43.685  < 2e-16 ***
DESTIN_SZG00604 -2.3680084  0.0646052   -36.654  < 2e-16 ***
DESTIN_SZG00615 -1.7243485  0.0490713   -35.140  < 2e-16 ***
DESTIN_SZG00616 -1.0902073  0.0476053   -22.901  < 2e-16 ***
DESTIN_SZG00617 -2.3458559  0.0477345   -49.144  < 2e-16 ***
DESTIN_SZG00618 -1.6258400  0.0472537   -34.407  < 2e-16 ***
DESTIN_SZG00620 -1.6440519  0.0482351   -34.084  < 2e-16 ***
DESTIN_SZG00637 -1.7332877  0.0480763   -36.053  < 2e-16 ***
DESTIN_SZG00638 -1.6113286  0.0471987   -34.139  < 2e-16 ***
DESTIN_SZG00657 -0.3416325  0.0473704    -7.212 5.52e-13 ***
DESTIN_SZG00658 -1.0044525  0.0472354   -21.265  < 2e-16 ***
DESTIN_SZG00659 -1.3390238  0.0472034   -28.367  < 2e-16 ***
DESTIN_SZG00660 -0.7534230  0.0470286   -16.021  < 2e-16 ***
DESTIN_SZG00662 -1.3706275  0.0481876   -28.444  < 2e-16 ***
DESTIN_SZG00677 -0.2776290  0.0477685    -5.812 6.17e-09 ***
DESTIN_SZG00678 -2.2335798  0.0488488   -45.724  < 2e-16 ***
DESTIN_SZG00679 -0.7304659  0.0471226   -15.501  < 2e-16 ***
DESTIN_SZG00680  0.6810882  0.0469319    14.512  < 2e-16 ***
DESTIN_SZG00681 -3.0409611  0.0501618   -60.623  < 2e-16 ***
DESTIN_SZG00699 -0.8933591  0.0476766   -18.738  < 2e-16 ***
DESTIN_SZG00700 -1.2769852  0.0473387   -26.976  < 2e-16 ***
DESTIN_SZG00701 -3.5768026  0.0505891   -70.703  < 2e-16 ***
DESTIN_SZG00702 -1.0914823  0.0470993   -23.174  < 2e-16 ***
DESTIN_SZG00704 -1.8889832  0.0480136   -39.343  < 2e-16 ***
DESTIN_SZG00722 -2.1655028  0.0478476   -45.258  < 2e-16 ***
DESTIN_SZG00725 -4.2071507  0.0540255   -77.873  < 2e-16 ***
DESTIN_SZG00741 -0.2747129  0.0474066    -5.795 6.84e-09 ***
DESTIN_SZG00743 -3.7982864  0.0513100   -74.026  < 2e-16 ***
DESTIN_SZG00744 -1.0472576  0.0471122   -22.229  < 2e-16 ***
DESTIN_SZG00761  0.0010571  0.0476057     0.022 0.982285    
DESTIN_SZG00762 -1.9031676  0.0485416   -39.207  < 2e-16 ***
DESTIN_SZG00763 -3.5849464  0.0510888   -70.171  < 2e-16 ***
DESTIN_SZG00764 -0.4216604  0.0469946    -8.973  < 2e-16 ***
DESTIN_SZG00765 -1.9773625  0.0477762   -41.388  < 2e-16 ***
DESTIN_SZG00767 -1.6419319  0.0473794   -34.655  < 2e-16 ***
DESTIN_SZG00772 -2.5300951  0.0584598   -43.279  < 2e-16 ***
DESTIN_SZG00784 -3.2632126  0.0508801   -64.135  < 2e-16 ***
DESTIN_SZG00785 -1.4699436  0.0471873   -31.151  < 2e-16 ***
DESTIN_SZG00786 -1.4151454  0.0471342   -30.024  < 2e-16 ***
DESTIN_SZG00787 -1.9327521  0.0478365   -40.403  < 2e-16 ***
DESTIN_SZG00788 -3.3941926  0.0489146   -69.390  < 2e-16 ***
DESTIN_SZG00789 -3.7677840  0.0497937   -75.668  < 2e-16 ***
DESTIN_SZG00803 -1.2806344  0.0488551   -26.213  < 2e-16 ***
DESTIN_SZG00804 -0.7937305  0.0473380   -16.767  < 2e-16 ***
DESTIN_SZG00805  0.3030261  0.0469577     6.453 1.10e-10 ***
DESTIN_SZG00806 -1.6477099  0.0472267   -34.889  < 2e-16 ***
DESTIN_SZG00807 -1.5922821  0.0473894   -33.600  < 2e-16 ***
DESTIN_SZG00808 -3.3102436  0.0508480   -65.101  < 2e-16 ***
DESTIN_SZG00809 -1.8367185  0.0471932   -38.919  < 2e-16 ***
DESTIN_SZG00810 -2.2667929  0.0476775   -47.544  < 2e-16 ***
DESTIN_SZG00814 -1.5095090  0.0508234   -29.701  < 2e-16 ***
DESTIN_SZG00819  0.6976746  0.0490486    14.224  < 2e-16 ***
DESTIN_SZG00824 -0.9243246  0.0487543   -18.959  < 2e-16 ***
DESTIN_SZG00826 -1.3041730  0.0472556   -27.598  < 2e-16 ***
DESTIN_SZG00827 -1.5564571  0.0472760   -32.923  < 2e-16 ***
DESTIN_SZG00828 -1.3740604  0.0471210   -29.160  < 2e-16 ***
DESTIN_SZG00829 -1.9964091  0.0475890   -41.951  < 2e-16 ***
DESTIN_SZG00830 -3.2342309  0.0485716   -66.587  < 2e-16 ***
DESTIN_SZG00831  0.1401467  0.0469607     2.984 0.002842 ** 
DESTIN_SZG00832 -0.2447902  0.0470676    -5.201 1.98e-07 ***
DESTIN_SZG00835 -2.0178607  0.0508503   -39.682  < 2e-16 ***
DESTIN_SZG00844 -1.2816815  0.0501708   -25.546  < 2e-16 ***
DESTIN_SZG00846 -1.2830165  0.0473740   -27.083  < 2e-16 ***
DESTIN_SZG00847 -0.4855510  0.0470744   -10.315  < 2e-16 ***
DESTIN_SZG00848 -1.7493361  0.0472851   -36.996  < 2e-16 ***
DESTIN_SZG00849 -2.5008676  0.0475882   -52.552  < 2e-16 ***
DESTIN_SZG00850 -1.7458249  0.0472279   -36.966  < 2e-16 ***
DESTIN_SZG00851 -2.1045693  0.0472810   -44.512  < 2e-16 ***
DESTIN_SZG00852 -2.3692662  0.0476383   -49.734  < 2e-16 ***
DESTIN_SZG00853 -1.1552375  0.0476324   -24.253  < 2e-16 ***
DESTIN_SZG00854 -1.3238359  0.0489993   -27.017  < 2e-16 ***
DESTIN_SZG00855 -2.2594133  0.0508549   -44.429  < 2e-16 ***
DESTIN_SZG00856 -2.9359052  0.0564878   -51.974  < 2e-16 ***
DESTIN_SZG00866 -0.5865325  0.0479305   -12.237  < 2e-16 ***
DESTIN_SZG00867  0.0100527  0.0470904     0.213 0.830955    
DESTIN_SZG00868 -0.3709730  0.0471547    -7.867 3.63e-15 ***
DESTIN_SZG00869  0.3974124  0.0471551     8.428  < 2e-16 ***
DESTIN_SZG00870 -0.0502006  0.0469620    -1.069 0.285087    
DESTIN_SZG00871 -0.1017070  0.0470451    -2.162 0.030625 *  
DESTIN_SZG00872 -1.6279458  0.0472053   -34.486  < 2e-16 ***
DESTIN_SZG00873 -2.1053563  0.0475506   -44.276  < 2e-16 ***
DESTIN_SZG00874 -3.4595239  0.0487319   -70.991  < 2e-16 ***
DESTIN_SZG00875 -2.8618758  0.0547666   -52.256  < 2e-16 ***
DESTIN_SZG00876 -2.5385359  0.0506590   -50.110  < 2e-16 ***
DESTIN_SZG00877 -1.6677040  0.0490650   -33.990  < 2e-16 ***
DESTIN_SZG00887 -1.2171503  0.0475992   -25.571  < 2e-16 ***
DESTIN_SZG00888 -2.5520159  0.0487775   -52.320  < 2e-16 ***
DESTIN_SZG00889 -1.9526348  0.0485947   -40.182  < 2e-16 ***
DESTIN_SZG00890 -0.8890549  0.0471179   -18.869  < 2e-16 ***
DESTIN_SZG00891 -2.5149901  0.0490348   -51.290  < 2e-16 ***
DESTIN_SZG00893 -1.2684892  0.0470882   -26.939  < 2e-16 ***
DESTIN_SZG00894 -2.9377452  0.0483089   -60.812  < 2e-16 ***
DESTIN_SZG00895 -1.7106901  0.0478062   -35.784  < 2e-16 ***
DESTIN_SZG00896 -3.8953958  0.0556609   -69.984  < 2e-16 ***
DESTIN_SZG00897 -3.8311950  0.0542380   -70.637  < 2e-16 ***
DESTIN_SZG00898 -1.6916369  0.0490531   -34.486  < 2e-16 ***
DESTIN_SZG00908 -0.4128312  0.0480325    -8.595  < 2e-16 ***
DESTIN_SZG00909 -1.4010265  0.0473055   -29.617  < 2e-16 ***
DESTIN_SZG00910 -2.3967049  0.0483308   -49.590  < 2e-16 ***
DESTIN_SZG00911 -0.1182409  0.0470441    -2.513 0.011957 *  
DESTIN_SZG00912 -1.8086957  0.0474066   -38.153  < 2e-16 ***
DESTIN_SZG00915 -1.8489983  0.0472579   -39.126  < 2e-16 ***
DESTIN_SZG00917 -0.4589493  0.0472142    -9.721  < 2e-16 ***
DESTIN_SZG00918 -4.8133548  0.0615798   -78.164  < 2e-16 ***
DESTIN_SZG00919 -2.9760221  0.0491169   -60.591  < 2e-16 ***
DESTIN_SZG00928 -2.3465807  0.0498885   -47.037  < 2e-16 ***
DESTIN_SZG00929 -1.4318573  0.0473737   -30.225  < 2e-16 ***
DESTIN_SZG00930 -0.2467387  0.0470150    -5.248 1.54e-07 ***
DESTIN_SZG00931 -1.7682889  0.0479625   -36.868  < 2e-16 ***
DESTIN_SZG00932 -3.5511188  0.0528133   -67.239  < 2e-16 ***
DESTIN_SZG00933 -1.4085060  0.0474706   -29.671  < 2e-16 ***
DESTIN_SZG00934 -1.9007167  0.0475691   -39.957  < 2e-16 ***
DESTIN_SZG00935  0.2021300  0.0469488     4.305 1.67e-05 ***
DESTIN_SZG00938 -5.9697902  0.1803544   -33.100  < 2e-16 ***
DESTIN_SZG00939  0.4864970  0.0470282    10.345  < 2e-16 ***
DESTIN_SZG00940 -3.4555130  0.0504345   -68.515  < 2e-16 ***
DESTIN_SZG00949 -2.0146996  0.0490406   -41.082  < 2e-16 ***
DESTIN_SZG00950 -0.0719626  0.0471348    -1.527 0.126826    
DESTIN_SZG00951  0.7333422  0.0469497    15.620  < 2e-16 ***
DESTIN_SZG00952 -0.8911453  0.0474974   -18.762  < 2e-16 ***
DESTIN_SZG00953 -1.3506261  0.0476503   -28.345  < 2e-16 ***
DESTIN_SZG00954 -3.3422327  0.0498841   -67.000  < 2e-16 ***
DESTIN_SZG00955 -0.4705028  0.0470765    -9.994  < 2e-16 ***
DESTIN_SZG00956 -2.4803320  0.0477589   -51.934  < 2e-16 ***
DESTIN_SZG00957 -2.3016081  0.0476624   -48.290  < 2e-16 ***
DESTIN_SZG00959 -2.0742869  0.0519271   -39.946  < 2e-16 ***
DESTIN_SZG00961 -2.3215307  0.0484177   -47.948  < 2e-16 ***
DESTIN_SZG00962 -0.1997413  0.0471696    -4.235 2.29e-05 ***
DESTIN_SZG00970 -0.6853120  0.0472762   -14.496  < 2e-16 ***
DESTIN_SZG00971 -0.6650592  0.0470891   -14.123  < 2e-16 ***
DESTIN_SZG00972 -1.4449506  0.0473835   -30.495  < 2e-16 ***
DESTIN_SZG00974 -1.8626532  0.0480074   -38.799  < 2e-16 ***
DESTIN_SZG00975 -3.1106991  0.0495393   -62.793  < 2e-16 ***
DESTIN_SZG00976 -2.5662047  0.0481815   -53.261  < 2e-16 ***
DESTIN_SZG00977 -2.0787865  0.0473253   -43.926  < 2e-16 ***
DESTIN_SZG00978 -2.4554751  0.0481236   -51.024  < 2e-16 ***
DESTIN_SZG00982 -2.9662202  0.0481205   -61.642  < 2e-16 ***
DESTIN_SZG00983  2.4619355  0.0482746    50.999  < 2e-16 ***
DESTIN_SZG00984  1.4377046  0.0472596    30.421  < 2e-16 ***
DESTIN_SZG00991 -0.5846142  0.0473527   -12.346  < 2e-16 ***
DESTIN_SZG00992 -0.4755262  0.0471764   -10.080  < 2e-16 ***
DESTIN_SZG00993 -2.1507512  0.0478249   -44.971  < 2e-16 ***
DESTIN_SZG00994 -2.1226037  0.0481799   -44.056  < 2e-16 ***
DESTIN_SZG00995 -1.4586390  0.0475264   -30.691  < 2e-16 ***
DESTIN_SZG00996 -2.0803509  0.0480860   -43.263  < 2e-16 ***
DESTIN_SZG00997 -1.9519604  0.0487104   -40.073  < 2e-16 ***
DESTIN_SZG00998 -1.4838422  0.0472587   -31.398  < 2e-16 ***
DESTIN_SZG00999 -2.5704987  0.0479045   -53.659  < 2e-16 ***
DESTIN_SZG01001 -1.6125597  0.0493916   -32.648  < 2e-16 ***
DESTIN_SZG01003 -0.2565934  0.0470169    -5.457 4.83e-08 ***
DESTIN_SZG01004 -1.3869139  0.0471702   -29.402  < 2e-16 ***
DESTIN_SZG01011 -1.1625116  0.0483719   -24.033  < 2e-16 ***
DESTIN_SZG01012  0.3353467  0.0472558     7.096 1.28e-12 ***
DESTIN_SZG01013 -1.0859014  0.0474801   -22.871  < 2e-16 ***
DESTIN_SZG01014 -2.7057119  0.0494506   -54.715  < 2e-16 ***
DESTIN_SZG01015  0.0147725  0.0470625     0.314 0.753604    
DESTIN_SZG01016  0.0299270  0.0470274     0.636 0.524533    
DESTIN_SZG01018 -2.4089544  0.0484158   -49.756  < 2e-16 ***
DESTIN_SZG01019 -1.4276993  0.0472453   -30.219  < 2e-16 ***
DESTIN_SZG01023 -2.4620370  0.0486713   -50.585  < 2e-16 ***
DESTIN_SZG01024 -1.5813632  0.0473431   -33.402  < 2e-16 ***
DESTIN_SZG01025 -5.8336358  0.0798243   -73.081  < 2e-16 ***
DESTIN_SZG01033 -0.5158069  0.0473536   -10.893  < 2e-16 ***
DESTIN_SZG01034 -0.0056110  0.0470930    -0.119 0.905158    
DESTIN_SZG01035 -0.1762377  0.0471145    -3.741 0.000184 ***
DESTIN_SZG01036  0.2679986  0.0470326     5.698 1.21e-08 ***
DESTIN_SZG01037 -1.0820640  0.0472554   -22.898  < 2e-16 ***
DESTIN_SZG01043 -0.8503506  0.0481324   -17.667  < 2e-16 ***
DESTIN_SZG01045 -1.5980207  0.0472555   -33.817  < 2e-16 ***
DESTIN_SZG01046 -1.3080455  0.0472568   -27.680  < 2e-16 ***
DESTIN_SZG01053  0.3280366  0.0471155     6.962 3.35e-12 ***
DESTIN_SZG01054 -0.0478033  0.0471359    -1.014 0.310507    
DESTIN_SZG01055 -1.2395016  0.0475502   -26.067  < 2e-16 ***
DESTIN_SZG01056 -1.7876870  0.0481297   -37.143  < 2e-16 ***
DESTIN_SZG01064 -4.2297075  0.0989382   -42.751  < 2e-16 ***
DESTIN_SZG01066 -0.6672055  0.0470753   -14.173  < 2e-16 ***
DESTIN_SZG01067 -0.8014580  0.0473475   -16.927  < 2e-16 ***
DESTIN_SZG01074 -1.7978321  0.0487747   -36.860  < 2e-16 ***
DESTIN_SZG01075 -0.1863984  0.0472648    -3.944 8.02e-05 ***
DESTIN_SZG01076 -0.9516600  0.0473561   -20.096  < 2e-16 ***
DESTIN_SZG01077 -1.7884600  0.0479624   -37.289  < 2e-16 ***
DESTIN_SZG01079 -0.6602685  0.0472266   -13.981  < 2e-16 ***
DESTIN_SZG01085 -2.5224074  0.0732100   -34.454  < 2e-16 ***
DESTIN_SZG01087 -1.4568018  0.0472929   -30.804  < 2e-16 ***
DESTIN_SZG01088 -1.1593684  0.0472193   -24.553  < 2e-16 ***
DESTIN_SZG01094 -3.3096949  0.0672191   -49.237  < 2e-16 ***
DESTIN_SZG01095 -0.8929945  0.0488060   -18.297  < 2e-16 ***
DESTIN_SZG01096 -0.6027343  0.0492222   -12.245  < 2e-16 ***
DESTIN_SZG01097  0.0327716  0.0470651     0.696 0.486238    
DESTIN_SZG01098 -2.6977351  0.0516057   -52.276  < 2e-16 ***
DESTIN_SZG01099 -1.3193489  0.0474924   -27.780  < 2e-16 ***
DESTIN_SZG01105  0.5859597  0.0477346    12.275  < 2e-16 ***
DESTIN_SZG01106 -4.4886130  0.0969366   -46.305  < 2e-16 ***
DESTIN_SZG01107 -1.2072333  0.0474933   -25.419  < 2e-16 ***
DESTIN_SZG01108  1.0431531  0.0469569    22.215  < 2e-16 ***
DESTIN_SZG01109 -3.2528312  0.0513501   -63.346  < 2e-16 ***
DESTIN_SZG01116 -0.8797869  0.0476500   -18.464  < 2e-16 ***
DESTIN_SZG01117 -0.3072231  0.0473811    -6.484 8.93e-11 ***
DESTIN_SZG01118 -2.1125250  0.0500696   -42.192  < 2e-16 ***
DESTIN_SZG01119 -1.6970525  0.0479734   -35.375  < 2e-16 ***
DESTIN_SZG01120 -2.2885841  0.0497253   -46.025  < 2e-16 ***
DESTIN_SZG01129 -2.0257756  0.0475453   -42.607  < 2e-16 ***
DESTIN_SZG01130 -1.3667250  0.0472321   -28.936  < 2e-16 ***
DESTIN_SZG01131  0.1749744  0.0471935     3.708 0.000209 ***
DESTIN_SZG01136  0.4477141  0.0471120     9.503  < 2e-16 ***
DESTIN_SZG01138 -1.9916058  0.0497588   -40.025  < 2e-16 ***
DESTIN_SZG01139 -1.1541714  0.0473770   -24.361  < 2e-16 ***
DESTIN_SZG01141 -1.2060553  0.0474779   -25.402  < 2e-16 ***
DESTIN_SZG01148 -2.3657380  0.0552439   -42.824  < 2e-16 ***
DESTIN_SZG01149 -2.4248644  0.0487273   -49.764  < 2e-16 ***
DESTIN_SZG01150 -2.0084651  0.0473709   -42.399  < 2e-16 ***
DESTIN_SZG01151 -1.3059061  0.0473502   -27.580  < 2e-16 ***
DESTIN_SZG01158 -1.5188160  0.0480026   -31.640  < 2e-16 ***
DESTIN_SZG01159 -1.4083654  0.0476636   -29.548  < 2e-16 ***
DESTIN_SZG01160  0.0617368  0.0470587     1.312 0.189550    
DESTIN_SZG01171 -1.0558712  0.0472653   -22.339  < 2e-16 ***
DESTIN_SZG01172  0.2494495  0.0470060     5.307 1.12e-07 ***
DESTIN_SZG01173 -0.2940364  0.0471772    -6.233 4.59e-10 ***
DESTIN_SZG01174 -2.5989747  0.0626616   -41.476  < 2e-16 ***
DESTIN_SZG01178  0.6498039  0.0470163    13.821  < 2e-16 ***
DESTIN_SZG01179 -0.3664748  0.0471553    -7.772 7.75e-15 ***
DESTIN_SZG01180 -0.3840668  0.0471292    -8.149 3.66e-16 ***
DESTIN_SZG01181 -1.6057911  0.0477004   -33.664  < 2e-16 ***
DESTIN_SZG01183 -0.0962642  0.0471132    -2.043 0.041027 *  
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DESTIN_SZG01192 -1.1287996  0.0472129   -23.909  < 2e-16 ***
DESTIN_SZG01193 -0.9330098  0.0472141   -19.761  < 2e-16 ***
DESTIN_SZG01194 -0.3491814  0.0472864    -7.384 1.53e-13 ***
DESTIN_SZG01200 -0.6985916  0.0473935   -14.740  < 2e-16 ***
DESTIN_SZG01201 -1.0110683  0.0474358   -21.314  < 2e-16 ***
DESTIN_SZG01203 -1.0311900  0.0474974   -21.710  < 2e-16 ***
DESTIN_SZG01204 -1.3258199  0.0476687   -27.813  < 2e-16 ***
DESTIN_SZG01211 -5.6979980  0.2814144   -20.248  < 2e-16 ***
DESTIN_SZG01214 -1.9998615  0.0476610   -41.960  < 2e-16 ***
DESTIN_SZG01215 -1.5648353  0.0481904   -32.472  < 2e-16 ***
DESTIN_SZG01216 -0.8610447  0.0479658   -17.951  < 2e-16 ***
DESTIN_SZG01220 -0.5180771  0.0472590   -10.963  < 2e-16 ***
DESTIN_SZG01221  0.0529660  0.0470604     1.125 0.260381    
DESTIN_SZG01222 -1.2465542  0.0484636   -25.721  < 2e-16 ***
DESTIN_SZG01223 -1.6736425  0.0481530   -34.757  < 2e-16 ***
DESTIN_SZG01224 -1.1065718  0.0475213   -23.286  < 2e-16 ***
DESTIN_SZG01231 -3.6502045  0.0740745   -49.277  < 2e-16 ***
DESTIN_SZG01232 -1.7866272  0.0528660   -33.795  < 2e-16 ***
DESTIN_SZG01235 -1.2155131  0.0472819   -25.708  < 2e-16 ***
DESTIN_SZG01236 -1.2454128  0.0476277   -26.149  < 2e-16 ***
DESTIN_SZG01241 -1.8792411  0.0482709   -38.931  < 2e-16 ***
DESTIN_SZG01242 -1.4279937  0.0477147   -29.928  < 2e-16 ***
DESTIN_SZG01243 -0.3215791  0.0471589    -6.819 9.16e-12 ***
DESTIN_SZG01246 -1.3828104  0.0476158   -29.041  < 2e-16 ***
DESTIN_SZG01256 -1.9139165  0.0476696   -40.150  < 2e-16 ***
DESTIN_SZG01257 -0.7696919  0.0473148   -16.267  < 2e-16 ***
DESTIN_SZG01258  0.1003458  0.0472011     2.126 0.033510 *  
DESTIN_SZG01262 -2.0744181  0.0485221   -42.752  < 2e-16 ***
DESTIN_SZG01263  0.2014187  0.0470124     4.284 1.83e-05 ***
DESTIN_SZG01264 -0.7409782  0.0474651   -15.611  < 2e-16 ***
DESTIN_SZG01265 -0.7441546  0.0474977   -15.667  < 2e-16 ***
DESTIN_SZG01266 -0.6733801  0.0473523   -14.221  < 2e-16 ***
DESTIN_SZG01267 -2.0467640  0.0495236   -41.329  < 2e-16 ***
DESTIN_SZG01272 -5.8453806  0.1200217   -48.703  < 2e-16 ***
DESTIN_SZG01273 -0.8583474  0.0474552   -18.088  < 2e-16 ***
DESTIN_SZG01277 -0.6344553  0.0471257   -13.463  < 2e-16 ***
DESTIN_SZG01278 -1.0003640  0.0473169   -21.142  < 2e-16 ***
DESTIN_SZG01283  0.6691571  0.0470100    14.234  < 2e-16 ***
DESTIN_SZG01284  0.2116471  0.0470464     4.499 6.84e-06 ***
DESTIN_SZG01285 -0.0583088  0.0470999    -1.238 0.215723    
DESTIN_SZG01286 -1.0412491  0.0478592   -21.757  < 2e-16 ***
DESTIN_SZG01289 -3.3735942  0.0598038   -56.411  < 2e-16 ***
DESTIN_SZG01293 -4.9580607  0.0874024   -56.727  < 2e-16 ***
DESTIN_SZG01294 -0.8657668  0.0476719   -18.161  < 2e-16 ***
DESTIN_SZG01295 -3.1721565  0.0519017   -61.119  < 2e-16 ***
DESTIN_SZG01298 -1.5035209  0.0474199   -31.707  < 2e-16 ***
DESTIN_SZG01299 -1.6977620  0.0477468   -35.558  < 2e-16 ***
DESTIN_SZG01304 -0.4585957  0.0472547    -9.705  < 2e-16 ***
DESTIN_SZG01305 -0.2766892  0.0470768    -5.877 4.17e-09 ***
DESTIN_SZG01307 -1.7508901  0.0506494   -34.569  < 2e-16 ***
DESTIN_SZG01308 -0.4306673  0.0471942    -9.125  < 2e-16 ***
DESTIN_SZG01310 -5.5953627  0.1947207   -28.735  < 2e-16 ***
DESTIN_SZG01316 -2.8338253  0.0494533   -57.303  < 2e-16 ***
DESTIN_SZG01317 -2.8525719  0.0486898   -58.587  < 2e-16 ***
DESTIN_SZG01318 -3.0065462  0.0494798   -60.763  < 2e-16 ***
DESTIN_SZG01319 -0.1062145  0.0470523    -2.257 0.023985 *  
DESTIN_SZG01320 -2.2398850  0.0487995   -45.900  < 2e-16 ***
DESTIN_SZG01324 -0.2202780  0.0494038    -4.459 8.24e-06 ***
DESTIN_SZG01325 -2.2678402  0.0489714   -46.309  < 2e-16 ***
DESTIN_SZG01326 -0.6580664  0.0472100   -13.939  < 2e-16 ***
DESTIN_SZG01327 -0.4924503  0.0471743   -10.439  < 2e-16 ***
DESTIN_SZG01328 -0.6647489  0.0473135   -14.050  < 2e-16 ***
DESTIN_SZG01329 -0.8227658  0.0476552   -17.265  < 2e-16 ***
DESTIN_SZG01330  0.3991907  0.0471618     8.464  < 2e-16 ***
DESTIN_SZG01331 -5.7258872  0.2624320   -21.819  < 2e-16 ***
DESTIN_SZG01333 -2.2567515  0.0494744   -45.615  < 2e-16 ***
DESTIN_SZG01334 -1.8512628  0.0486086   -38.085  < 2e-16 ***
DESTIN_SZG01335 -0.1992537  0.0472222    -4.219 2.45e-05 ***
DESTIN_SZG01336 -4.0333656  0.0729316   -55.303  < 2e-16 ***
DESTIN_SZG01337 -3.6819467  0.0553096   -66.570  < 2e-16 ***
DESTIN_SZG01338 -4.1390898  0.0539084   -76.780  < 2e-16 ***
DESTIN_SZG01339 -0.4081029  0.0470646    -8.671  < 2e-16 ***
DESTIN_SZG01340 -1.8208604  0.0477916   -38.100  < 2e-16 ***
DESTIN_SZG01341 -5.7683535  0.1070945   -53.862  < 2e-16 ***
DESTIN_SZG01346 -0.6797336  0.0474227   -14.334  < 2e-16 ***
DESTIN_SZG01347  0.5721168  0.0470318    12.164  < 2e-16 ***
DESTIN_SZG01348 -0.8423814  0.0473409   -17.794  < 2e-16 ***
DESTIN_SZG01349  0.0669067  0.0471700     1.418 0.156069    
DESTIN_SZG01350 -1.5705689  0.0485290   -32.364  < 2e-16 ***
DESTIN_SZG01353 -0.7476026  0.0472926   -15.808  < 2e-16 ***
DESTIN_SZG01354 -2.0896034  0.0483476   -43.220  < 2e-16 ***
DESTIN_SZG01355 -1.9357656  0.0481539   -40.200  < 2e-16 ***
DESTIN_SZG01357 -2.5306011  0.0504414   -50.169  < 2e-16 ***
DESTIN_SZG01358 -0.4281359  0.0470618    -9.097  < 2e-16 ***
DESTIN_SZG01359 -1.8359352  0.0473712   -38.756  < 2e-16 ***
DESTIN_SZG01360 -2.0040978  0.0474854   -42.204  < 2e-16 ***
DESTIN_SZG01361 -1.6735080  0.0477292   -35.063  < 2e-16 ***
DESTIN_SZG01362 -3.2091899  0.0551870   -58.151  < 2e-16 ***
DESTIN_SZG01368 -1.5264262  0.0477186   -31.988  < 2e-16 ***
DESTIN_SZG01369 -1.4359729  0.0476601   -30.129  < 2e-16 ***
DESTIN_SZG01370  0.2745472  0.0470244     5.838 5.27e-09 ***
DESTIN_SZG01371 -0.8471687  0.0474992   -17.835  < 2e-16 ***
DESTIN_SZG01372 -0.7935097  0.0473947   -16.743  < 2e-16 ***
DESTIN_SZG01373 -3.6675408  0.0570252   -64.314  < 2e-16 ***
DESTIN_SZG01374 -2.4758604  0.0490217   -50.505  < 2e-16 ***
DESTIN_SZG01375 -0.6273971  0.0474519   -13.222  < 2e-16 ***
DESTIN_SZG01376 -2.4149457  0.0498501   -48.444  < 2e-16 ***
DESTIN_SZG01379 -5.0819947  0.0786651   -64.603  < 2e-16 ***
DESTIN_SZG01380  0.2265100  0.0469898     4.820 1.43e-06 ***
DESTIN_SZG01381  0.3980915  0.0469786     8.474  < 2e-16 ***
DESTIN_SZG01382 -0.3926583  0.0471326    -8.331  < 2e-16 ***
DESTIN_SZG01383 -3.2562422  0.0508550   -64.030  < 2e-16 ***
DESTIN_SZG01388 -0.7525673  0.0473084   -15.908  < 2e-16 ***
DESTIN_SZG01389 -1.0586963  0.0474330   -22.320  < 2e-16 ***
DESTIN_SZG01390 -0.7625565  0.0473768   -16.096  < 2e-16 ***
DESTIN_SZG01391 -0.0712123  0.0471430    -1.511 0.130900    
DESTIN_SZG01392 -0.8286315  0.0485014   -17.085  < 2e-16 ***
DESTIN_SZG01393 -1.3899295  0.0476553   -29.166  < 2e-16 ***
DESTIN_SZG01394 -0.9486907  0.0472813   -20.065  < 2e-16 ***
DESTIN_SZG01395 -1.3381432  0.0474150   -28.222  < 2e-16 ***
DESTIN_SZG01396 -0.6962237  0.0471886   -14.754  < 2e-16 ***
DESTIN_SZG01397 -1.5864627  0.0475067   -33.394  < 2e-16 ***
DESTIN_SZG01398 -1.9733087  0.0489021   -40.352  < 2e-16 ***
DESTIN_SZG01400 -2.5662859  0.0482135   -53.228  < 2e-16 ***
DESTIN_SZG01401 -0.7359834  0.0470356   -15.647  < 2e-16 ***
DESTIN_SZG01402 -1.4874822  0.0472306   -31.494  < 2e-16 ***
DESTIN_SZG01404 -1.9158921  0.0517967   -36.989  < 2e-16 ***
DESTIN_SZG01410  0.2342539  0.0470434     4.980 6.37e-07 ***
DESTIN_SZG01411 -0.6244814  0.0473825   -13.180  < 2e-16 ***
DESTIN_SZG01412  0.0098418  0.0470631     0.209 0.834355    
DESTIN_SZG01413 -0.4444020  0.0471940    -9.416  < 2e-16 ***
DESTIN_SZG01414 -0.8977685  0.0472457   -19.002  < 2e-16 ***
DESTIN_SZG01415 -0.6273128  0.0471976   -13.291  < 2e-16 ***
DESTIN_SZG01416 -1.1001646  0.0473755   -23.222  < 2e-16 ***
DESTIN_SZG01417 -1.1261604  0.0472357   -23.841  < 2e-16 ***
DESTIN_SZG01418 -1.0778315  0.0472339   -22.819  < 2e-16 ***
DESTIN_SZG01419 -1.5067462  0.0475289   -31.702  < 2e-16 ***
DESTIN_SZG01422 -1.9119221  0.0473237   -40.401  < 2e-16 ***
DESTIN_SZG01423 -1.3664137  0.0472078   -28.945  < 2e-16 ***
DESTIN_SZG01430 -0.0257457  0.0471395    -0.546 0.584956    
DESTIN_SZG01431  0.3867866  0.0470250     8.225  < 2e-16 ***
DESTIN_SZG01432 -0.0523354  0.0470636    -1.112 0.266131    
DESTIN_SZG01433 -0.9589777  0.0477805   -20.070  < 2e-16 ***
DESTIN_SZG01434  0.0526122  0.0470651     1.118 0.263627    
DESTIN_SZG01435 -0.5359811  0.0471215   -11.374  < 2e-16 ***
DESTIN_SZG01436 -1.8946369  0.0480639   -39.419  < 2e-16 ***
DESTIN_SZG01437 -1.2165149  0.0473148   -25.711  < 2e-16 ***
DESTIN_SZG01438 -0.7009768  0.0470843   -14.888  < 2e-16 ***
DESTIN_SZG01439  0.0918097  0.0470246     1.952 0.050893 .  
DESTIN_SZG01440 -0.5676046  0.0472933   -12.002  < 2e-16 ***
DESTIN_SZG01442 -3.5321846  0.0497356   -71.019  < 2e-16 ***
DESTIN_SZG01443 -1.7648272  0.0472854   -37.323  < 2e-16 ***
DESTIN_SZG01444 -0.7545956  0.0473011   -15.953  < 2e-16 ***
DESTIN_SZG01452  0.6116464  0.0469965    13.015  < 2e-16 ***
DESTIN_SZG01453 -0.1904578  0.0471486    -4.040 5.36e-05 ***
DESTIN_SZG01454 -1.2734340  0.0481912   -26.425  < 2e-16 ***
DESTIN_SZG01455 -0.7561040  0.0474055   -15.950  < 2e-16 ***
DESTIN_SZG01456 -0.7334787  0.0472375   -15.527  < 2e-16 ***
DESTIN_SZG01457 -0.1405184  0.0471023    -2.983 0.002852 ** 
DESTIN_SZG01458  0.7579044  0.0469624    16.139  < 2e-16 ***
DESTIN_SZG01459 -1.9907036  0.0475817   -41.838  < 2e-16 ***
DESTIN_SZG01460 -0.8045253  0.0470965   -17.083  < 2e-16 ***
DESTIN_SZG01461 -0.9562740  0.0473529   -20.195  < 2e-16 ***
DESTIN_SZG01464 -1.9087997  0.0474474   -40.230  < 2e-16 ***
DESTIN_SZG01465 -2.6446626  0.0480746   -55.012  < 2e-16 ***
DESTIN_SZG01472 -0.4498422  0.0474125    -9.488  < 2e-16 ***
DESTIN_SZG01473  0.4565237  0.0470281     9.707  < 2e-16 ***
DESTIN_SZG01474  0.2479014  0.0470093     5.273 1.34e-07 ***
DESTIN_SZG01475 -0.0374394  0.0470682    -0.795 0.426364    
DESTIN_SZG01476 -1.1006879  0.0474164   -23.213  < 2e-16 ***
DESTIN_SZG01477  0.6957817  0.0469530    14.819  < 2e-16 ***
DESTIN_SZG01478 -0.9909428  0.0471696   -21.008  < 2e-16 ***
DESTIN_SZG01479 -1.8459220  0.0474711   -38.885  < 2e-16 ***
DESTIN_SZG01480  0.5081092  0.0469624    10.819  < 2e-16 ***
DESTIN_SZG01481 -0.9730226  0.0472588   -20.589  < 2e-16 ***
DESTIN_SZG01482  0.0140231  0.0471428     0.297 0.766115    
DESTIN_SZG01485 -3.1190757  0.0485397   -64.258  < 2e-16 ***
DESTIN_SZG01494  0.2451190  0.0470752     5.207 1.92e-07 ***
DESTIN_SZG01495 -0.6565182  0.0472508   -13.894  < 2e-16 ***
DESTIN_SZG01496  0.2200311  0.0470163     4.680 2.87e-06 ***
DESTIN_SZG01497 -1.1016913  0.0474367   -23.224  < 2e-16 ***
DESTIN_SZG01498 -0.9445491  0.0472829   -19.977  < 2e-16 ***
DESTIN_SZG01499 -0.7633535  0.0470997   -16.207  < 2e-16 ***
DESTIN_SZG01500 -1.1485929  0.0476356   -24.112  < 2e-16 ***
DESTIN_SZG01501 -0.5156843  0.0470580   -10.958  < 2e-16 ***
DESTIN_SZG01502 -0.6153376  0.0470911   -13.067  < 2e-16 ***
DESTIN_SZG01506 -4.9607619  0.0785324   -63.168  < 2e-16 ***
DESTIN_SZG01515 -0.6834079  0.0488429   -13.992  < 2e-16 ***
DESTIN_SZG01516  0.3223993  0.0470115     6.858 6.99e-12 ***
DESTIN_SZG01517 -0.6830573  0.0473235   -14.434  < 2e-16 ***
DESTIN_SZG01518 -1.4347013  0.0475290   -30.186  < 2e-16 ***
DESTIN_SZG01519 -1.3451527  0.0475660   -28.280  < 2e-16 ***
DESTIN_SZG01520 -1.0040249  0.0471844   -21.279  < 2e-16 ***
DESTIN_SZG01521 -1.5754420  0.0474669   -33.190  < 2e-16 ***
DESTIN_SZG01522 -0.8010394  0.0471384   -16.993  < 2e-16 ***
DESTIN_SZG01523  0.4673369  0.0471006     9.922  < 2e-16 ***
DESTIN_SZG01524 -1.8602401  0.0482786   -38.531  < 2e-16 ***
DESTIN_SZG01527 -4.1547718  0.0549166   -75.656  < 2e-16 ***
DESTIN_SZG01535 -0.9923625  0.0712674   -13.925  < 2e-16 ***
DESTIN_SZG01536 -1.8743210  0.0516302   -36.303  < 2e-16 ***
DESTIN_SZG01537 -0.2110403  0.0472381    -4.468 7.91e-06 ***
DESTIN_SZG01538 -0.4605237  0.0471542    -9.766  < 2e-16 ***
DESTIN_SZG01539 -0.4817496  0.0471007   -10.228  < 2e-16 ***
DESTIN_SZG01540 -1.2959984  0.0472745   -27.414  < 2e-16 ***
DESTIN_SZG01541 -0.2999014  0.0473517    -6.333 2.40e-10 ***
DESTIN_SZG01542 -1.5355905  0.0478393   -32.099  < 2e-16 ***
DESTIN_SZG01543 -1.7114803  0.0534961   -31.993  < 2e-16 ***
DESTIN_SZG01544 -1.4944768  0.0477341   -31.308  < 2e-16 ***
DESTIN_SZG01547 -2.2898633  0.0491725   -46.568  < 2e-16 ***
DESTIN_SZG01556 -1.3772114  0.0762810   -18.054  < 2e-16 ***
DESTIN_SZG01557 -1.3870168  0.0494431   -28.053  < 2e-16 ***
DESTIN_SZG01558 -0.5050443  0.0484758   -10.418  < 2e-16 ***
DESTIN_SZG01559  0.0556769  0.0470416     1.184 0.236584    
DESTIN_SZG01560 -0.0213894  0.0470367    -0.455 0.649297    
DESTIN_SZG01561 -0.8308144  0.0473132   -17.560  < 2e-16 ***
DESTIN_SZG01562 -3.0381588  0.0497606   -61.055  < 2e-16 ***
DESTIN_SZG01563 -2.0433091  0.0477526   -42.789  < 2e-16 ***
DESTIN_SZG01564 -1.7290886  0.0475887   -36.334  < 2e-16 ***
DESTIN_SZG01565 -1.1034718  0.0472936   -23.332  < 2e-16 ***
DESTIN_SZG01566 -2.9005094  0.0496390   -58.432  < 2e-16 ***
DESTIN_SZG01567 -2.7452753  0.0499939   -54.912  < 2e-16 ***
DESTIN_SZG01568 -1.8965402  0.0484230   -39.166  < 2e-16 ***
DESTIN_SZG01578 -2.2399289  0.1114758   -20.093  < 2e-16 ***
DESTIN_SZG01580 -2.7196776  0.0525136   -51.790  < 2e-16 ***
DESTIN_SZG01581 -0.4211763  0.0471163    -8.939  < 2e-16 ***
DESTIN_SZG01582 -0.2924762  0.0470481    -6.217 5.08e-10 ***
DESTIN_SZG01583 -2.2032098  0.0509576   -43.236  < 2e-16 ***
DESTIN_SZG01584 -2.0285966  0.0483945   -41.918  < 2e-16 ***
DESTIN_SZG01585 -1.3789368  0.0474890   -29.037  < 2e-16 ***
DESTIN_SZG01586 -0.7649343  0.0471680   -16.217  < 2e-16 ***
DESTIN_SZG01589 -2.3907358  0.0486170   -49.175  < 2e-16 ***
DESTIN_SZG01590 -1.8867834  0.0486930   -38.749  < 2e-16 ***
DESTIN_SZG01600 -0.9673943  0.0490507   -19.722  < 2e-16 ***
DESTIN_SZG01601 -1.3738659  0.0474147   -28.976  < 2e-16 ***
DESTIN_SZG01602 -1.0074776  0.0473354   -21.284  < 2e-16 ***
DESTIN_SZG01603  0.0351464  0.0470502     0.747 0.455066    
DESTIN_SZG01604 -2.2044379  0.0479808   -45.944  < 2e-16 ***
DESTIN_SZG01605 -1.1676361  0.0472267   -24.724  < 2e-16 ***
DESTIN_SZG01606 -1.9327548  0.0487364   -39.657  < 2e-16 ***
DESTIN_SZG01607 -0.6615893  0.0470842   -14.051  < 2e-16 ***
DESTIN_SZG01608 -1.3498245  0.0473014   -28.537  < 2e-16 ***
DESTIN_SZG01609 -0.6727704  0.0471666   -14.264  < 2e-16 ***
DESTIN_SZG01610 -2.7757309  0.0534205   -51.960  < 2e-16 ***
DESTIN_SZG01622 -0.7782276  0.0482843   -16.118  < 2e-16 ***
DESTIN_SZG01623 -0.3815315  0.0470745    -8.105 5.28e-16 ***
DESTIN_SZG01624  0.1923275  0.0470395     4.089 4.34e-05 ***
DESTIN_SZG01625 -0.7537260  0.0472176   -15.963  < 2e-16 ***
DESTIN_SZG01626  0.9786223  0.0469470    20.845  < 2e-16 ***
DESTIN_SZG01627 -2.1831819  0.0476933   -45.775  < 2e-16 ***
DESTIN_SZG01628 -0.0852886  0.0470248    -1.814 0.069725 .  
DESTIN_SZG01629 -3.0688137  0.0489341   -62.713  < 2e-16 ***
DESTIN_SZG01630 -2.7233006  0.0482385   -56.455  < 2e-16 ***
DESTIN_SZG01631 -3.1814941  0.0504899   -63.012  < 2e-16 ***
DESTIN_SZG01642 -3.2370525  0.0567145   -57.076  < 2e-16 ***
DESTIN_SZG01643 -0.8770509  0.0472396   -18.566  < 2e-16 ***
DESTIN_SZG01644 -0.9812705  0.0475557   -20.634  < 2e-16 ***
DESTIN_SZG01645 -1.0170959  0.0472911   -21.507  < 2e-16 ***
DESTIN_SZG01646 -0.8224731  0.0475101   -17.312  < 2e-16 ***
DESTIN_SZG01647 -1.4580100  0.0472671   -30.846  < 2e-16 ***
DESTIN_SZG01648 -1.4527893  0.0472364   -30.756  < 2e-16 ***
DESTIN_SZG01649 -0.8310553  0.0470752   -17.654  < 2e-16 ***
DESTIN_SZG01650 -1.7536181  0.0474773   -36.936  < 2e-16 ***
DESTIN_SZG01664 -5.2823157  0.1254195   -42.117  < 2e-16 ***
DESTIN_SZG01665 -0.2424326  0.0470575    -5.152 2.58e-07 ***
DESTIN_SZG01666 -0.2357255  0.0470569    -5.009 5.46e-07 ***
DESTIN_SZG01667 -1.2954380  0.0494625   -26.190  < 2e-16 ***
DESTIN_SZG01668 -1.4598320  0.0473590   -30.825  < 2e-16 ***
DESTIN_SZG01670 -1.0722348  0.0471101   -22.760  < 2e-16 ***
DESTIN_SZG01671 -1.4125902  0.0480360   -29.407  < 2e-16 ***
DESTIN_SZG01672 -2.4522592  0.0483069   -50.764  < 2e-16 ***
DESTIN_SZG01684 -0.7383490  0.0478231   -15.439  < 2e-16 ***
DESTIN_SZG01685 -1.6696117  0.0476680   -35.026  < 2e-16 ***
DESTIN_SZG01686 -0.9071685  0.0472270   -19.209  < 2e-16 ***
DESTIN_SZG01687 -0.6603765  0.0473617   -13.943  < 2e-16 ***
DESTIN_SZG01688 -1.3841961  0.0473536   -29.231  < 2e-16 ***
DESTIN_SZG01689 -2.1704885  0.0478598   -45.351  < 2e-16 ***
DESTIN_SZG01690 -2.8409421  0.0485254   -58.545  < 2e-16 ***
DESTIN_SZG01691 -1.0111266  0.0471052   -21.465  < 2e-16 ***
DESTIN_SZG01692 -2.8660143  0.0487980   -58.732  < 2e-16 ***
DESTIN_SZG01706 -1.0150940  0.0474982   -21.371  < 2e-16 ***
DESTIN_SZG01707 -1.7389063  0.0475593   -36.563  < 2e-16 ***
DESTIN_SZG01708 -1.1159761  0.0472839   -23.602  < 2e-16 ***
DESTIN_SZG01709 -0.4561572  0.0471096    -9.683  < 2e-16 ***
DESTIN_SZG01710 -0.6870189  0.0471554   -14.569  < 2e-16 ***
DESTIN_SZG01711 -0.0726546  0.0470183    -1.545 0.122288    
DESTIN_SZG01712 -0.9974071  0.0470874   -21.182  < 2e-16 ***
DESTIN_SZG01713 -3.3706850  0.0492653   -68.419  < 2e-16 ***
DESTIN_SZG01714 -2.0147282  0.0475904   -42.335  < 2e-16 ***
DESTIN_SZG01727 -0.4994576  0.0471940   -10.583  < 2e-16 ***
DESTIN_SZG01728 -0.4604709  0.0470960    -9.777  < 2e-16 ***
DESTIN_SZG01729 -0.3370682  0.0470727    -7.161 8.03e-13 ***
DESTIN_SZG01730 -1.5560648  0.0476693   -32.643  < 2e-16 ***
DESTIN_SZG01731 -0.8915233  0.0471655   -18.902  < 2e-16 ***
DESTIN_SZG01732 -1.1066834  0.0471123   -23.490  < 2e-16 ***
DESTIN_SZG01733 -2.3190098  0.0475629   -48.757  < 2e-16 ***
DESTIN_SZG01734 -1.1797989  0.0471366   -25.029  < 2e-16 ***
DESTIN_SZG01735 -1.8702162  0.0489517   -38.205  < 2e-16 ***
DESTIN_SZG01748 -1.4842020  0.0476900   -31.122  < 2e-16 ***
DESTIN_SZG01749 -0.2647728  0.0470498    -5.628 1.83e-08 ***
DESTIN_SZG01750 -0.3797889  0.0470748    -8.068 7.16e-16 ***
DESTIN_SZG01751 -0.8433926  0.0472809   -17.838  < 2e-16 ***
DESTIN_SZG01753 -0.6935968  0.0471004   -14.726  < 2e-16 ***
DESTIN_SZG01754  0.2435055  0.0469663     5.185 2.16e-07 ***
DESTIN_SZG01755 -0.5955639  0.0470247   -12.665  < 2e-16 ***
DESTIN_SZG01756 -1.6188910  0.0472163   -34.287  < 2e-16 ***
DESTIN_SZG01757 -3.9618153  0.0518479   -76.412  < 2e-16 ***
DESTIN_SZG01769 -1.0087320  0.0473171   -21.319  < 2e-16 ***
DESTIN_SZG01770 -1.2245779  0.0473562   -25.859  < 2e-16 ***
DESTIN_SZG01771 -0.2348561  0.0471407    -4.982 6.29e-07 ***
DESTIN_SZG01772  0.7344615  0.0474061    15.493  < 2e-16 ***
DESTIN_SZG01774 -1.8445705  0.0473904   -38.923  < 2e-16 ***
DESTIN_SZG01775 -2.2978515  0.0475464   -48.329  < 2e-16 ***
DESTIN_SZG01776  0.0140711  0.0469767     0.300 0.764533    
DESTIN_SZG01777 -2.1156639  0.0474477   -44.589  < 2e-16 ***
DESTIN_SZG01778 -3.0507991  0.0513709   -59.388  < 2e-16 ***
DESTIN_SZG01790 -0.1763095  0.0471445    -3.740 0.000184 ***
DESTIN_SZG01791 -0.7807337  0.0472376   -16.528  < 2e-16 ***
DESTIN_SZG01792 -0.6829557  0.0474045   -14.407  < 2e-16 ***
DESTIN_SZG01793 -0.6706274  0.0472202   -14.202  < 2e-16 ***
DESTIN_SZG01794  1.0312777  0.0474599    21.729  < 2e-16 ***
DESTIN_SZG01795 -3.2859703  0.0515523   -63.741  < 2e-16 ***
DESTIN_SZG01796 -1.2156082  0.0471993   -25.755  < 2e-16 ***
DESTIN_SZG01797 -1.5728280  0.0472073   -33.317  < 2e-16 ***
DESTIN_SZG01798 -1.5056298  0.0471798   -31.913  < 2e-16 ***
DESTIN_SZG01799 -2.4877107  0.0478042   -52.040  < 2e-16 ***
DESTIN_SZG01800 -4.1486086  0.0691633   -59.983  < 2e-16 ***
DESTIN_SZG01811 -1.2156263  0.0474754   -25.605  < 2e-16 ***
DESTIN_SZG01812  0.1509328  0.0470039     3.211 0.001322 ** 
DESTIN_SZG01813  0.2913972  0.0469996     6.200 5.65e-10 ***
DESTIN_SZG01817 -2.7735138  0.0483499   -57.363  < 2e-16 ***
DESTIN_SZG01818 -2.0179459  0.0472882   -42.673  < 2e-16 ***
DESTIN_SZG01819 -0.1713228  0.0469921    -3.646 0.000267 ***
DESTIN_SZG01820 -4.9100337  0.0626681   -78.350  < 2e-16 ***
DESTIN_SZG01832  0.0860088  0.0470725     1.827 0.067676 .  
DESTIN_SZG01833 -1.3009824  0.0473838   -27.456  < 2e-16 ***
DESTIN_SZG01834 -1.3913658  0.0473575   -29.380  < 2e-16 ***
DESTIN_SZG01835 -1.2840869  0.0474679   -27.052  < 2e-16 ***
DESTIN_SZG01837 -1.4480646  0.0488538   -29.641  < 2e-16 ***
DESTIN_SZG01839 -2.8190831  0.0482683   -58.404  < 2e-16 ***
DESTIN_SZG01840 -0.1437183  0.0470043    -3.058 0.002231 ** 
DESTIN_SZG01841 -3.6760175  0.0519867   -70.711  < 2e-16 ***
DESTIN_SZG01842 -1.3317745  0.0495995   -26.851  < 2e-16 ***
DESTIN_SZG01853 -0.9327128  0.0472439   -19.743  < 2e-16 ***
DESTIN_SZG01854 -0.6676713  0.0471621   -14.157  < 2e-16 ***
DESTIN_SZG01855 -0.3014253  0.0471046    -6.399 1.56e-10 ***
DESTIN_SZG01858 -0.3895410  0.0476544    -8.174 2.98e-16 ***
DESTIN_SZG01860 -2.1158906  0.0502206   -42.132  < 2e-16 ***
DESTIN_SZG01861 -1.8322552  0.0473271   -38.715  < 2e-16 ***
DESTIN_SZG01874 -1.2627662  0.0478003   -26.418  < 2e-16 ***
DESTIN_SZG01875 -2.9322002  0.0508391   -57.676  < 2e-16 ***
DESTIN_SZG01876 -1.7108834  0.0516904   -33.099  < 2e-16 ***
DESTIN_SZG01877 -0.5057899  0.0471399   -10.730  < 2e-16 ***
DESTIN_SZG01880 -1.2938566  0.0489508   -26.432  < 2e-16 ***
DESTIN_SZG01882 -1.7437725  0.0473204   -36.850  < 2e-16 ***
DESTIN_SZG01883 -2.6822058  0.0506989   -52.905  < 2e-16 ***
DESTIN_SZG01895 -0.6351558  0.0472050   -13.455  < 2e-16 ***
DESTIN_SZG01896 -1.6077622  0.0475370   -33.821  < 2e-16 ***
DESTIN_SZG01897 -2.2769073  0.0483110   -47.130  < 2e-16 ***
DESTIN_SZG01898 -2.7044641  0.0525965   -51.419  < 2e-16 ***
DESTIN_SZG01901 -1.8039577  0.0513384   -35.139  < 2e-16 ***
DESTIN_SZG01903 -3.1930449  0.0499300   -63.950  < 2e-16 ***
DESTIN_SZG01917 -1.6359880  0.0476950   -34.301  < 2e-16 ***
DESTIN_SZG01918 -0.4473564  0.0473022    -9.457  < 2e-16 ***
DESTIN_SZG01919 -0.3695386  0.0471129    -7.844 4.38e-15 ***
DESTIN_SZG01922 -0.5230051  0.0479892   -10.898  < 2e-16 ***
DESTIN_SZG01924 -3.1428123  0.0504754   -62.264  < 2e-16 ***
DESTIN_SZG01937 -1.1196568  0.0474980   -23.573  < 2e-16 ***
DESTIN_SZG01938 -0.3018408  0.0471003    -6.408 1.47e-10 ***
DESTIN_SZG01939 -1.4050154  0.0475770   -29.531  < 2e-16 ***
DESTIN_SZG01942 -2.0775679  0.0509713   -40.760  < 2e-16 ***
DESTIN_SZG01959 -1.4783056  0.0477748   -30.943  < 2e-16 ***
DESTIN_SZG01960  0.8751475  0.0469552    18.638  < 2e-16 ***
DESTIN_SZG01961 -1.8075415  0.0479381   -37.706  < 2e-16 ***
DESTIN_SZG01962 -0.9710498  0.0472932   -20.533  < 2e-16 ***
DESTIN_SZG01964 -0.3250392  0.0482496    -6.737 1.62e-11 ***
DESTIN_SZG01979 -1.1447300  0.0476441   -24.027  < 2e-16 ***
DESTIN_SZG01980 -1.3297920  0.0473557   -28.081  < 2e-16 ***
DESTIN_SZG01981 -1.4308686  0.0474470   -30.157  < 2e-16 ***
DESTIN_SZG01982 -0.7503627  0.0474265   -15.822  < 2e-16 ***
DESTIN_SZG01983 -1.0618851  0.0472941   -22.453  < 2e-16 ***
DESTIN_SZG01984 -0.9499000  0.0473060   -20.080  < 2e-16 ***
DESTIN_SZG01985 -0.7398587  0.0472320   -15.664  < 2e-16 ***
DESTIN_SZG02001 -1.0500858  0.0473476   -22.178  < 2e-16 ***
DESTIN_SZG02002 -0.8917270  0.0471498   -18.913  < 2e-16 ***
DESTIN_SZG02003 -0.3601488  0.0470893    -7.648 2.04e-14 ***
DESTIN_SZG02004 -0.1837609  0.0470801    -3.903 9.49e-05 ***
DESTIN_SZG02005 -1.1549002  0.0473109   -24.411  < 2e-16 ***
DESTIN_SZG02006 -0.2585487  0.0471152    -5.488 4.07e-08 ***
DESTIN_SZG02007 -3.5753128  0.0546442   -65.429  < 2e-16 ***
DESTIN_SZG02022 -0.4834704  0.0473236   -10.216  < 2e-16 ***
DESTIN_SZG02023 -0.5357226  0.0471262   -11.368  < 2e-16 ***
DESTIN_SZG02024 -0.2149932  0.0470530    -4.569 4.90e-06 ***
DESTIN_SZG02025 -1.5097730  0.0473369   -31.894  < 2e-16 ***
DESTIN_SZG02026 -2.1421576  0.0482249   -44.420  < 2e-16 ***
DESTIN_SZG02027 -0.2599531  0.0471015    -5.519 3.41e-08 ***
DESTIN_SZG02043 -1.8548613  0.0481210   -38.546  < 2e-16 ***
DESTIN_SZG02044 -1.1375822  0.0472939   -24.053  < 2e-16 ***
DESTIN_SZG02045 -1.6881512  0.0484012   -34.878  < 2e-16 ***
DESTIN_SZG02046 -0.2135522  0.0470280    -4.541 5.60e-06 ***
DESTIN_SZG02047 -2.0568042  0.0477484   -43.076  < 2e-16 ***
DESTIN_SZG02048 -1.7911189  0.0476215   -37.612  < 2e-16 ***
DESTIN_SZG02049 -3.6429829  0.0542393   -67.165  < 2e-16 ***
DESTIN_SZG02064 -1.2017785  0.0474474   -25.329  < 2e-16 ***
DESTIN_SZG02065 -1.4809468  0.0475157   -31.168  < 2e-16 ***
DESTIN_SZG02066 -3.3897045  0.0563557   -60.148  < 2e-16 ***
DESTIN_SZG02067  1.3106465  0.0469456    27.918  < 2e-16 ***
DESTIN_SZG02068 -2.0131939  0.0485226   -41.490  < 2e-16 ***
DESTIN_SZG02069 -1.5633068  0.0475952   -32.846  < 2e-16 ***
DESTIN_SZG02085 -1.1496210  0.0475374   -24.184  < 2e-16 ***
DESTIN_SZG02086  0.3443472  0.0470391     7.320 2.47e-13 ***
DESTIN_SZG02087  0.0596185  0.0470607     1.267 0.205212    
DESTIN_SZG02088 -1.1837631  0.0472321   -25.063  < 2e-16 ***
DESTIN_SZG02089 -1.7535702  0.0477530   -36.722  < 2e-16 ***
DESTIN_SZG02090  0.9542363  0.0469664    20.317  < 2e-16 ***
DESTIN_SZG02091 -4.1116587  0.0775274   -53.035  < 2e-16 ***
DESTIN_SZG02105 -1.1828438  0.0889652   -13.296  < 2e-16 ***
DESTIN_SZG02106 -2.5850621  0.0492692   -52.468  < 2e-16 ***
DESTIN_SZG02107  0.2386397  0.0470416     5.073 3.92e-07 ***
DESTIN_SZG02108 -0.1468366  0.0471216    -3.116 0.001832 ** 
DESTIN_SZG02109 -1.4917030  0.0473300   -31.517  < 2e-16 ***
DESTIN_SZG02110 -2.3543508  0.0483627   -48.681  < 2e-16 ***
DESTIN_SZG02111 -3.4096237  0.0572830   -59.522  < 2e-16 ***
DESTIN_SZG02128 -1.0344249  0.0477868   -21.647  < 2e-16 ***
DESTIN_SZG02129 -0.9728013  0.0479119   -20.304  < 2e-16 ***
DESTIN_SZG02130 -0.9741006  0.0471989   -20.638  < 2e-16 ***
DESTIN_SZG02131 -1.0640166  0.0474518   -22.423  < 2e-16 ***
DESTIN_SZG02132 -1.4806357  0.0474627   -31.196  < 2e-16 ***
DESTIN_SZG02148 -1.4770185  0.0489685   -30.163  < 2e-16 ***
DESTIN_SZG02149 -1.6184950  0.0481062   -33.644  < 2e-16 ***
DESTIN_SZG02150 -1.2142566  0.0475551   -25.534  < 2e-16 ***
DESTIN_SZG02151  0.3700752  0.0469976     7.874 3.43e-15 ***
DESTIN_SZG02152 -0.6057999  0.0471761   -12.841  < 2e-16 ***
DESTIN_SZG02153 -1.8642147  0.0482164   -38.664  < 2e-16 ***
DESTIN_SZG02171 -0.3395948  0.0471992    -7.195 6.25e-13 ***
DESTIN_SZG02172 -2.0821649  0.0482254   -43.176  < 2e-16 ***
DESTIN_SZG02173 -1.6450100  0.0474690   -34.654  < 2e-16 ***
DESTIN_SZG02174 -1.0799297  0.0473945   -22.786  < 2e-16 ***
DESTIN_SZG02191 -0.1010404  0.0474790    -2.128 0.033328 *  
DESTIN_SZG02192 -1.4410487  0.0480829   -29.970  < 2e-16 ***
DESTIN_SZG02193 -0.7554698  0.0472929   -15.974  < 2e-16 ***
DESTIN_SZG02194 -0.9178419  0.0472560   -19.423  < 2e-16 ***
DESTIN_SZG02195 -2.6660473  0.0579229   -46.028  < 2e-16 ***
DESTIN_SZG02212 -0.1575268  0.0488334    -3.226 0.001256 ** 
DESTIN_SZG02213 -0.4369374  0.0476010    -9.179  < 2e-16 ***
DESTIN_SZG02214  0.2864916  0.0474540     6.037 1.57e-09 ***
DESTIN_SZG02215 -1.3857852  0.0478056   -28.988  < 2e-16 ***
DESTIN_SZG02216 -0.5374950  0.0472716   -11.370  < 2e-16 ***
DESTIN_SZG02233  0.2491327  0.0479330     5.198 2.02e-07 ***
DESTIN_SZG02234  0.8021386  0.0476310    16.841  < 2e-16 ***
DESTIN_SZG02235 -0.6101878  0.0477853   -12.769  < 2e-16 ***
DESTIN_SZG02236 -2.0117851  0.0487947   -41.230  < 2e-16 ***
DESTIN_SZG02237 -0.5608211  0.0483403   -11.602  < 2e-16 ***
DESTIN_SZG02256 -0.5158428  0.0486245   -10.609  < 2e-16 ***
DESTIN_SZG02257 -2.7541887  0.0536158   -51.369  < 2e-16 ***
DESTIN_SZG02258 -0.8140500  0.0474781   -17.146  < 2e-16 ***
DESTIN_SZG02259  0.2950355  0.0480144     6.145 8.01e-10 ***
DESTIN_SZG02277 -1.5300320  0.0530071   -28.865  < 2e-16 ***
DESTIN_SZG02278 -1.2517233  0.0494595   -25.308  < 2e-16 ***
DESTIN_SZG02279 -0.5096442  0.0474679   -10.737  < 2e-16 ***
DESTIN_SZG02280 -1.8602976  0.0567408   -32.786  < 2e-16 ***
DESTIN_SZG02297 -1.4493774  0.0495564   -29.247  < 2e-16 ***
DESTIN_SZG02300 -1.4145199  0.0509069   -27.786  < 2e-16 ***
DESTIN_SZG02301 -0.8646153  0.0479154   -18.045  < 2e-16 ***
DESTIN_SZG02318  0.5731926  0.0472173    12.139  < 2e-16 ***
DESTIN_SZG02319  0.5258353  0.0471801    11.145  < 2e-16 ***
DESTIN_SZG02322 -0.4928539  0.0478225   -10.306  < 2e-16 ***
DESTIN_SZG02337  0.0134791  0.0505125     0.267 0.789588    
DESTIN_SZG02341  0.7907897  0.0471586    16.769  < 2e-16 ***
DESTIN_SZG02343 -1.3059362  0.0485812   -26.881  < 2e-16 ***
DESTIN_SZG02361 -0.4335822  0.0477142    -9.087  < 2e-16 ***
DESTIN_SZG02364 -2.4268487  0.0554826   -43.741  < 2e-16 ***
DESTIN_SZG02379 -1.4134320  0.0546364   -25.870  < 2e-16 ***
DESTIN_SZG02384  0.5506025  0.0473633    11.625  < 2e-16 ***
DESTIN_SZG02405  1.1919496  0.0471732    25.268  < 2e-16 ***
DESTIN_SZG02406 -1.8422643  0.0526903   -34.964  < 2e-16 ***
DESTIN_SZG02426  0.6352864  0.0482338    13.171  < 2e-16 ***
DESTIN_SZG02427  0.9464266  0.0473876    19.972  < 2e-16 ***
DESTIN_SZG02505  0.5333907  0.0507135    10.518  < 2e-16 ***
log(dist)       -1.6077121  0.0002914 -5517.894  < 2e-16 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

(Dispersion parameter for poisson family taken to be 1)

    Null deviance: 98771330  on 65139  degrees of freedom
Residual deviance: 24658576  on 63506  degrees of freedom
AIC: 25020045

Number of Fisher Scoring iterations: 9

We can examine how the constraints hold for destinations this time.

CalcRSquared(dbcSIM$data$MORNING_PEAK, dbcSIM$fitted.values)
[1] 0.6000049

Analysis

The negative coefficient for distance indicates that as the distance increases, the number of trips decreases, is expected.

Model comparison

Another useful model performance measure for continuous dependent variable is Root Mean Squared Error. In this sub-section, you will learn how to use compare_performance() of performance package.

First of all, let us create a list called model_list by using the code chun below.

model_list <- list(unconstrained=uncSIM,
                   originConstrained=orcSIM,
                   destinationConstrained=decSIM,
                   doublyConstrained=dbcSIM)

Next, we will compute the RMSE of all the models in model_list file by using the code chunk below.

compare_performance(model_list,
                    metrics = "RMSE")
# Comparison of Model Performance Indices

Name                   | Model |     RMSE
-----------------------------------------
unconstrained          |   glm | 1616.760
originConstrained      |   glm | 1535.051
destinationConstrained |   glm | 1380.755
doublyConstrained      |   glm | 1172.123

The print above reveals that doubly constraint SIM is the best model among all the four SIMs because it has the smallest RMSE value of 1172.123.

Visualising fitted

Visualise the observed values and the fitted values.

Firstly we will extract the fitted values from each model by using the code chunk below.

df <- as.data.frame(uncSIM$fitted.values) %>%
  round(digits = 0)

Next, we will join the values to SIM_data data frame.

SIM_data <- SIM_data %>%
  cbind(df) %>%
  rename(uncTRIPS = "uncSIM$fitted.values")

Repeat the same step by for Origin Constrained SIM (i.e. orcSIM)

df <- as.data.frame(orcSIM$fitted.values) %>%
  round(digits = 0)
SIM_data <- SIM_data %>%
  cbind(df) %>%
  rename(orcTRIPS = "orcSIM$fitted.values")

Repeat the same step by for Destination Constrained SIM (i.e. decSIM)

df <- as.data.frame(decSIM$fitted.values) %>%
  round(digits = 0)
SIM_data <- SIM_data %>%
  cbind(df) %>%
  rename(decTRIPS = "decSIM$fitted.values")

Repeat the same step by for Doubly Constrained SIM (i.e. dbcSIM)

df <- as.data.frame(dbcSIM$fitted.values) %>%
  round(digits = 0)
SIM_data <- SIM_data %>%
  cbind(df) %>%
  rename(dbcTRIPS = "dbcSIM$fitted.values")
unc_p <- ggplot(data = SIM_data,
                aes(x = uncTRIPS,
                    y = MORNING_PEAK)) +
  geom_point() +
  geom_smooth(method = lm)

orc_p <- ggplot(data = SIM_data,
                aes(x = orcTRIPS,
                    y = MORNING_PEAK)) +
  geom_point() +
  geom_smooth(method = lm)

dec_p <- ggplot(data = SIM_data,
                aes(x = decTRIPS,
                    y = MORNING_PEAK)) +
  geom_point() +
  geom_smooth(method = lm)

dbc_p <- ggplot(data = SIM_data,
                aes(x = dbcTRIPS,
                    y = MORNING_PEAK)) +
  geom_point() +
  geom_smooth(method = lm)

ggarrange(unc_p, orc_p, dec_p, dbc_p,
          ncol = 2,
          nrow = 2)
`geom_smooth()` using formula = 'y ~ x'
`geom_smooth()` using formula = 'y ~ x'
`geom_smooth()` using formula = 'y ~ x'
`geom_smooth()` using formula = 'y ~ x'